/usr/bin/diffoscope --timeout 7200 --html /srv/reproducible-results/rbuild-debian/r-b-build.rNFcGD0m/pandas_2.2.3+dfsg-9.diffoscope.html --text /srv/reproducible-results/rbuild-debian/r-b-build.rNFcGD0m/pandas_2.2.3+dfsg-9.diffoscope.txt --json /srv/reproducible-results/rbuild-debian/r-b-build.rNFcGD0m/pandas_2.2.3+dfsg-9.diffoscope.json --profile=- /srv/reproducible-results/rbuild-debian/r-b-build.rNFcGD0m/b1/pandas_2.2.3+dfsg-9_arm64.changes /srv/reproducible-results/rbuild-debian/r-b-build.rNFcGD0m/b2/pandas_2.2.3+dfsg-9

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13.2 MB

/srv/reproducible-results/rbuild-debian/r-b-build.rNFcGD0m/b1/pandas_2.2.3+dfsg-9_arm64.changes vs.

/srv/reproducible-results/rbuild-debian/r-b-build.rNFcGD0m/b2/pandas_2.2.3+dfsg-9_arm64.changes ¶

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733 B

Files ¶

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211 KB

python-pandas-doc_2.2.3+dfsg-9_all.deb ¶

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452 B

file list ¶

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98.0 B

control.tar.xz ¶

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70.0 B

control.tar ¶

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48.0 B

./md5sums ¶

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30.0 B

./md5sums ¶

Files differ

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210 KB

data.tar.xz ¶

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210 KB

data.tar ¶

⊟

9.64 KB

file list ¶

⊟

64.8 KB

⊟

64.7 KB

⊟

4.38 KB

⊟

1.47 KB

⊟

28.6 KB

⊟

9.51 KB

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4.07 KB

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1020 B

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89.1 KB

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88.9 KB

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88.9 KB

Similarity: 0.9985610875706213% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2026-09-06T08:02:34.903957Z', " "'iopub.status.busy': '2026-09-06T08:02:34.903718Z', 'iopub.status.idle': " "'2026-09-06T08:02:35.255881Z', 'shell.execute_reply': " "'2026-09-06T08:02:35.254818Z'}}}, 3: {'metadata': {'execution': " "{'iopub.execute_input': '2026-09-06T08:02:35.259406Z', 'iopub.status.busy': " "'2026-09-06T08:02:35.258694Z', 'iopub.status.idle': '2026-09-06T08:02:3 […]

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3.76 KB

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1.04 KB

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2.96 KB

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1010 B

⊟

2.93 KB

⊟

711 B

⊟

2.22 KB

python3-pandas-lib_2.2.3+dfsg-9_arm64.deb ¶

⊟

367 B

file list ¶

⊟

98.0 B

control.tar.xz ¶

⊟

70.0 B

control.tar ¶

⊟

48.0 B

./md5sums ¶

⊟

30.0 B

./md5sums ¶

Files differ

⊟

1.68 KB

data.tar.xz ¶

⊟

1.66 KB

data.tar ¶

⊟

1.65 KB

./usr/lib/python3/dist-packages/pandas/_libs/tslibs/strptime.cpython-313-aarch64-linux-gnu.so ¶

File has been modified after NT_GNU_BUILD_ID has been applied.

⊟

628 B

readelf --wide --notes {} ¶

⊟

811 B

readelf --wide --decompress --hex-dump=.gnu_debuglink {} ¶

error from `readelf --wide --decompress --hex-dump=.gnu_debuglink {}`: readelf: Error: no .dynamic section in the dynamic segment

⊟

12.9 MB

python3-pandas-lib-dbgsym_2.2.3+dfsg-9_arm64.deb ¶

⊟

367 B

file list ¶

⊟

5.98 KB

control.tar.xz ¶

⊟

5.96 KB

control.tar ¶

⊟

3.99 KB

./control ¶

⊟

1.95 KB

./md5sums ¶

⊟

30.0 B

./md5sums ¶

Files differ

⊟

1.9 KB

line order ¶

⊟

12.9 MB

data.tar.xz ¶

⊟

12.9 MB

data.tar ¶

⊟

4.25 KB

file list ¶

⊟

12.9 MB

./usr/lib/debug/.build-id/ec/53de102309fb49a6010c692dce58480b2cef01.debug vs.

./usr/lib/debug/.build-id/7f/79b5a86919b9ca5df2f7a2a16a24a9babfa89f.debug ¶

File has been modified after NT_GNU_BUILD_ID has been applied. Files 84% similar despite different names

⊟

863 B

readelf --wide --file-header {} ¶

⊟

3.47 KB

readelf --wide --sections {} ¶

⊟

628 B

readelf --wide --notes {} ¶

⊟

12.9 MB

readelf --wide --debug-dump=info {} ¶

⊟

42.9 KB

readelf --wide --debug-dump=loc {} ¶

⊟

2.36 KB

strings --all --bytes=8 {} ¶


Offset 1, 5 lines modified		Offset 1, 5 lines modified

1	·2fcb91bad257f2260780a487054d0e4e·10794888·doc·optional·python-pandas-doc_2.2.3+dfsg-9_all.deb
2	·2ef7b07845d75780b48eb8b4a1133d59·34798212·debug·optional·python3-pandas-lib-dbgsym_2.2.3+dfsg-9_arm64.deb
3	·~~5bd70cfbc16221~~3~~0745f32415~~1~~7f04d9~~·3872388~~·pyth~~on·optional·python3-pandas-~~lib~~_2.2.3+dfsg-9_arm64.deb	1	·e393a92774c4383966cc10b571ed387a·10793412·doc·optional·python-pandas-doc_2.2.3+dfsg-9_all.deb
		2	·9d3b61c9fa704165e7c6195271981db9·34797924·debug·optional·python3-pandas-lib-dbgsym_2.2.3+dfsg-9_arm64.deb
		3	·e0382e1b3f855b22477551568ba19f70·3872404·python·optional·python3-pandas-lib_2.2.3+dfsg-9_arm64.deb
4	·26530e0108a14fb2ef2b9fa903eb9d9d·3096852·python·optional·python3-pandas_2.2.3+dfsg-9_all.deb	4	·26530e0108a14fb2ef2b9fa903eb9d9d·3096852·python·optional·python3-pandas_2.2.3+dfsg-9_all.deb


Offset 1, 3 lines modified		Offset 1, 3 lines modified
1	-rw-r--r--···0········0········0········4·2025-03-29·13:01:52.000000·debian-binary	1	-rw-r--r--···0········0········0········4·2025-03-29·13:01:52.000000·debian-binary
2	-rw-r--r--···0········0········0···147380·2025-03-29·13:01:52.000000·control.tar.xz	2	-rw-r--r--···0········0········0···147360·2025-03-29·13:01:52.000000·control.tar.xz
3	-rw-r--r--···0········0········0·1064~~7316~~·2025-03-29·13:01:52.000000·data.tar.xz	3	-rw-r--r--···0········0········0·10645860·2025-03-29·13:01:52.000000·data.tar.xz


Offset 21662, 15 lines modified		Offset 21662, 15 lines modified
21662	········"01t01":·2210,	21662	········"01t01":·2210,
21663	········"01t03":·2210,	21663	········"01t03":·2210,
21664	········"01t05":·[909,·2210,·2235],	21664	········"01t05":·[909,·2210,·2235],
21665	········"01t07":·1280,	21665	········"01t07":·1280,
21666	········"01t10":·1005,	21666	········"01t10":·1005,
21667	········"01t12":·953,	21667	········"01t12":·953,
21668	········"01t23":·[893,·2186,·2246],	21668	········"01t23":·[893,·2186,·2246],
21669	········"02":·[13,·16,·17,·19,·26,·27,·29,·31,·79,·80,·82,·133,·182,·183,·202,·207,·208,·213,·218,·230,·261,·271,·276,·277,·278,·286,·287,·288,·289,·290,·291,·292,·293,·294,·295,·296,·299,·301,·304,·305,·306,·307,·310,·312,·313,·314,·318,·319,·320,·321,·322,·323,·324,·326,·327,·329,·330,·331,·332,·345,·362,·363,·423,·519,·534,·536,·542,·543,·544,·545,·546,·547,·548,·549,·557,·558,·562,·563,·564,·565,·566,·575,·591,·592,·593,·637,·639,·640,·641,·642,·643,·644,·645,·646,·647,·649,·650,·651,·652,·654,·656,·657,·658,·659,·665,·666,·667,·673,·674,·675,·677,·678,·679,·680,·684,·685,·686,·688,·708,·760,·761,·781,·782,·788,·793,·804,·893,·899,·902,·903,·904,·919,·939,·940,·943,·945,·948,·949,·953,·957,·970,·997,·1014,·1051,·1075,·1118,·1122,·1141,·1144,·1145,·1147,·1157,·1170,·1171,·1176,·1180,·1185,·1192,·1195,·1197,·1206,·1214,·1227,·1228,·1233,·1239,·1245,·1246,·1253,·1256,·1258,·1268,·1269,·1270,·1271,·1272,·1273,·1274,·1275,·1277,·1278,·1279,·1280,·1282,·1283,·1284,·1285,·1287,·1288,·1289,·1290,·1291,·1292,·1293,·1294,·1295,·1297,·1344,·1393,·1452,·1498,·1500,·1506,·1542,·1620,·1699,·1815,·1947,·2054,·2127,·2145,·2184,·2185,·2186,·2188,·2191,·2195,·2197,·2199,·2201,·2204,·2205,·2207,·2209,·2210,·2212,·2213,·2214,·2215,·2216,·2217,·2218,·2220,·2222,·2223,·2225,·2226,·2228,·2229,·2230,·2231,·2232,·2235,·2238,·2240,·2241,·2246,·2261,·2264,·2265,·2271,·2283,·2294,·2298,·2301,·2307],	21669	········"02":·[13,·16,·17,·19,·26,·27,·29,·31,·79,·80,·82,·133,·182,·183,·202,·207,·208,·213,·218,·230,·261,·271,·276,·277,·278,·286,·287,·288,·289,·290,·291,·292,·293,·294,·295,·296,·299,·301,·304,·305,·306,·307,·310,·312,·313,·314,·318,·319,·320,·321,·322,·323,·324,·326,·327,·329,·330,·331,·332,·345,·362,·363,·423,·519,·534,·536,·542,·543,·544,·545,·546,·547,·548,·549,·557,·558,·562,·563,·564,·565,·566,·575,·591,·592,·593,·637,·639,·640,·641,·642,·643,·644,·645,·646,·647,·649,·650,·651,·652,·654,·656,·657,·658,·659,·665,·666,·667,·673,·674,·675,·677,·678,·679,·680,·684,·685,·686,·688,·708,·760,·761,·781,·782,·788,·793,·804,·893,·899,·902,·903,·904,·919,·939,·940,·943,·945,·948,·949,·953,·957,·970,·997,·1014,·1051,·1075,·1118,·1122,·1141,·1144,·1145,·1147,·1157,·1170,·1171,·1176,·1180,·1185,·1192,·1195,·1197,·1206,·1214,·1227,·1228,·1233,·1239,·1245,·1246,·1253,·1256,·1258,·1268,·1269,·1270,·1271,·1272,·1273,·1274,·1275,·1277,·1278,·1279,·1280,·1282,·1283,·1284,·1285,·1287,·1288,·1289,·1290,·1291,·1292,·1293,·1294,·1295,·1297,·1344,·1393,·1452,·1498,·1500,·1506,·1542,·1620,·1699,·1815,·1947,·2054,·2127,·2145,·2184,·2185,·2186,·2188,·2191,·2193,·2195,·2197,·2199,·2201,·2204,·2205,·2207,·2209,·2210,·2212,·2213,·2214,·2215,·2216,·2217,·2218,·2220,·2222,·2223,·2225,·2226,·2228,·2229,·2230,·2231,·2232,·2235,·2238,·2240,·2241,·2246,·2261,·2264,·2265,·2271,·2283,·2294,·2298,·2301,·2307],
21670	········"0200":·[957,·969,·970,·997,·1498,·2210],	21670	········"0200":·[957,·969,·970,·997,·1498,·2210],
21671	········"020161":·[102,·1158],	21671	········"020161":·[102,·1158],
21672	········"020208":·2195,	21672	········"020208":·2195,
21673	········"020376":·2207,	21673	········"020376":·2207,
21674	········"020399":·2195,	21674	········"020399":·2195,
21675	········"020485":·2207,	21675	········"020485":·2207,
21676	········"020544":·2186,	21676	········"020544":·2186,
Offset 21704, 21 lines modified		Offset 21704, 20 lines modified
21704	········"024580":·[2184,·2195,·2214],	21704	········"024580":·[2184,·2195,·2214],
21705	········"024738":·[102,·1158],	21705	········"024738":·[102,·1158],
21706	········"024786":·2207,	21706	········"024786":·2207,
21707	········"024810":·2207,	21707	········"024810":·2207,
21708	········"0249":·[267,·896],	21708	········"0249":·[267,·896],
21709	········"024925":·2195,	21709	········"024925":·2195,
21710	········"024967":·2207,	21710	········"024967":·2207,
21711	········"025":·[2186,·2222,·2227],	21711	········"025":·[2186,·2193,·2222,·2227],
21712	········"025054":·2184,	21712	········"025054":·2184,
21713	········"025270":·2186,	21713	········"025270":·2186,
21714	········"025363":·2186,	21714	········"025363":·2186,
21715	········"025367":·2207,	21715	········"025367":·2207,
21716	········"025747":·[2191,·2197,·2207],	21716	········"025747":·[2191,·2197,·2207],
21717	········"026":·2193,
21718	········"026036":·2207,	21717	········"026036":·2207,
21719	········"026158":·2210,	21718	········"026158":·2210,
21720	········"026220":·2191,	21719	········"026220":·2191,
21721	········"026437":·2197,	21720	········"026437":·2197,
21722	········"026458":·2216,	21721	········"026458":·2216,
21723	········"0266708":·2202,	21722	········"0266708":·2202,
21724	········"026692":·2207,	21723	········"026692":·2207,
Offset 21740, 15 lines modified		Offset 21739, 15 lines modified
21740	········"029587":·2193,	21739	········"029587":·2193,
21741	········"029630":·2195,	21740	········"029630":·2195,
21742	········"029766":·2197,	21741	········"029766":·2197,
21743	········"02d":·2205,	21742	········"02d":·2205,
21744	········"02t00":·[2199,·2210,·2235,·2261],	21743	········"02t00":·[2199,·2210,·2235,·2261],
21745	········"02t02":·2235,	21744	········"02t02":·2235,
21746	········"02t05":·[909,·2210],	21745	········"02t05":·[909,·2210],
21747	········"03":·[26,·27,·29,·31,·79,·80,·82,·121,·182,·207,·213,·218,·219,·230,·264,·278,·286,·287,·290,·291,·292,·294,·296,·298,·301,·302,·304,·305,·306,·307,·310,·313,·314,·318,·321,·322,·326,·330,·331,·332,·362,·420,·423,·512,·517,·518,·519,·522,·524,·530,·534,·536,·543,·544,·545,·546,·547,·548,·549,·551,·557,·558,·562,·563,·564,·565,·566,·591,·592,·593,·637,·640,·642,·643,·644,·646,·651,·652,·656,·657,·658,·659,·666,·667,·673,·675,·677,·680,·681,·685,·686,·688,·696,·760,·781,·788,·793,·799,·804,·904,·939,·941,·943,·944,·945,·948,·949,·953,·955,·956,·957,·958,·962,·970,·973,·983,·990,·992,·995,·997,·999,·1002,·1006,·1007,·1008,·1009,·1013,·1014,·1018,·1051,·1075,·1145,·1169,·1192,·1226,·1253,·1269,·1270,·1276,·1280,·1289,·1344,·1393,·1447,·1452,·1489,·1498,·1500,·1506,·1542,·1699,·1741,·1793,·1815,·1982,·2000,·2108,·2184,·2185,·2186,·2188,·2191,·219~~3,·219~~5,·2197,·2199,·2200,·2201,·2204,·2205,·2207,·2209,·2210,·2212,·2214,·2215,·2216,·2218,·2219,·2220,·2222,·2225,·2226,·2228,·2229,·2230,·2231,·2232,·2235,·2238,·2240,·2241,·2246,·2261,·2264,·2271,·2283,·2298,·2302],	21746	········"03":·[26,·27,·29,·31,·79,·80,·82,·121,·182,·207,·213,·218,·219,·230,·264,·278,·286,·287,·290,·291,·292,·294,·296,·298,·301,·302,·304,·305,·306,·307,·310,·313,·314,·318,·321,·322,·326,·330,·331,·332,·362,·420,·423,·512,·517,·518,·519,·522,·524,·530,·534,·536,·543,·544,·545,·546,·547,·548,·549,·551,·557,·558,·562,·563,·564,·565,·566,·591,·592,·593,·637,·640,·642,·643,·644,·646,·651,·652,·656,·657,·658,·659,·666,·667,·673,·675,·677,·680,·681,·685,·686,·688,·696,·760,·781,·788,·793,·799,·804,·904,·939,·941,·943,·944,·945,·948,·949,·953,·955,·956,·957,·958,·962,·970,·973,·983,·990,·992,·995,·997,·999,·1002,·1006,·1007,·1008,·1009,·1013,·1014,·1018,·1051,·1075,·1145,·1169,·1192,·1226,·1253,·1269,·1270,·1276,·1280,·1289,·1344,·1393,·1447,·1452,·1489,·1498,·1500,·1506,·1542,·1699,·1741,·1793,·1815,·1982,·2000,·2108,·2184,·2185,·2186,·2188,·2191,·2195,·2197,·2199,·2200,·2201,·2204,·2205,·2207,·2209,·2210,·2212,·2214,·2215,·2216,·2218,·2219,·2220,·2222,·2225,·2226,·2228,·2229,·2230,·2231,·2232,·2235,·2238,·2240,·2241,·2246,·2261,·2264,·2271,·2283,·2298,·2302],
21748	········"030":·[1447,·2200,·2232],	21747	········"030":·[1447,·2200,·2232],
21749	········"0300":·2271,	21748	········"0300":·2271,
21750	········"030000":·18,	21749	········"030000":·18,
21751	········"030015":·2207,	21750	········"030015":·2207,
21752	········"030045":·2186,	21751	········"030045":·2186,
21753	········"030178":·2207,	21752	········"030178":·2207,
21754	········"030388":·2207,	21753	········"030388":·2207,
Offset 21965, 15 lines modified		Offset 21964, 15 lines modified
21965	········"059481":·2207,	21964	········"059481":·2207,
21966	········"059552":·2207,	21965	········"059552":·2207,
21967	········"059761":·2207,	21966	········"059761":·2207,
21968	········"059869e":·2191,	21967	········"059869e":·2191,
21969	········"059881":·2210,	21968	········"059881":·2210,
21970	········"059904":·2214,	21969	········"059904":·2214,
21971	········"05t00":·2261,	21970	········"05t00":·2261,
21972	········"06":·[26,·27,·29,·30,·31,·207,·213,·218,·230,·273,·292,·294,·332,·363,·526,·534,·536,·637,·644,·646,·688,·781,·788,·793,·804,·900,·969,·993,·1075,·1344,·1441,·1442,·1449,·1450,·1452,·1489,·1497,·1500,·1506,·1524,·1598,·1677,·2184,·2186,·2195,·2197,·2199,·2201,·2204,·2205,·2207,·2209,·2210,·2212,·2214,·2215,·2216,·2217,·2218,·2219,·2222,·2226,·2230,·2231,·2232,·2235,·2246,·2249,·2261,·2264,·2271,·2298,·2302],	21971	········"06":·[26,·27,·29,·30,·31,·207,·213,·218,·230,·273,·292,·294,·332,·363,·526,·534,·536,·637,·644,·646,·688,·781,·788,·793,·804,·900,·969,·993,·1075,·1344,·1441,·1442,·1449,·1450,·1452,·1489,·1497,·1500,·1506,·1524,·1598,·1677,·2184,·2186,·2195,·2197,·2199,·2201,·2204,·2205,·2207,·2209,·2210,·2212,·2214,·2215,·2216,·2217,·2218,·2219,·2222,·2226,·2228,·2230,·2231,·2232,·2235,·2246,·2249,·2261,·2264,·2271,·2298,·2302],
21973	········"060015":·2207,	21972	········"060015":·2207,
21974	········"060074":·2185,	21973	········"060074":·2185,
21975	········"060603":·2207,	21974	········"060603":·2207,
21976	········"060654":·2207,	21975	········"060654":·2207,
21977	········"060777":·2207,	21976	········"060777":·2207,
21978	········"061019":·2199,	21977	········"061019":·2199,
21979	········"061068":·2210,	21978	········"061068":·2210,
Offset 21983, 14 lines modified		Offset 21982, 15 lines modified
21983	········"061810":·2204,	21982	········"061810":·2204,
21984	········"061876":·[182,·760],	21983	········"061876":·[182,·760],
21985	········"061932":·2186,	21984	········"061932":·2186,
21986	········"062191":·2230,	21985	········"062191":·2230,
21987	········"062320":·2207,	21986	········"062320":·2207,
21988	········"062433":·2199,	21987	········"062433":·2199,
21989	········"062993":·2197,	21988	········"062993":·2197,
		21989	········"063":·2193,
21990	········"0630":·2246,	21990	········"0630":·2246,
21991	········"063038":·2199,	21991	········"063038":·2199,
21992	········"063123":·2210,	21992	········"063123":·2210,
21993	········"0633":·2204,	21993	········"0633":·2204,
21994	········"063327":·[2185,·2197],	21994	········"063327":·[2185,·2197],
21995	········"063328":·2235,	21995	········"063328":·2235,
21996	········"063367":·2216,	21996	········"063367":·2216,
Offset 22032, 15 lines modified		Offset 22032, 14 lines modified
22032	········"069546":·2199,	22032	········"069546":·2199,
22033	········"069718":·2186,	22033	········"069718":·2186,
22034	········"069887":·2207,	22034	········"069887":·2207,
22035	········"069908":·2207,	22035	········"069908":·2207,
22036	········"069949":·2207,	22036	········"069949":·2207,
22037	········"06t00":·2261,	22037	········"06t00":·2261,
22038	········"07":·[26,·27,·29,·30,·31,·187,·202,·207,·213,·230,·273,·277,·292,·294,·330,·332,·345,·644,·646,·685,·688,·763,·781,·788,·804,·900,·903,·1075,·1280,·1344,·1441,·1442,·1449,·1450,·1452,·1598,·1677,·1720,·2184,·2186,·2195,·2197,·2199,·2201,·2204,·2205,·2207,·2209,·2210,·2212,·2213,·2214,·2215,·2216,·2217,·2218,·2219,·2220,·2222,·2226,·2227,·2228,·2230,·2231,·2235,·2261,·2271,·2294,·2298],	22038	········"07":·[26,·27,·29,·30,·31,·187,·202,·207,·213,·230,·273,·277,·292,·294,·330,·332,·345,·644,·646,·685,·688,·763,·781,·788,·804,·900,·903,·1075,·1280,·1344,·1441,·1442,·1449,·1450,·1452,·1598,·1677,·1720,·2184,·2186,·2195,·2197,·2199,·2201,·2204,·2205,·2207,·2209,·2210,·2212,·2213,·2214,·2215,·2216,·2217,·2218,·2219,·2220,·2222,·2226,·2227,·2228,·2230,·2231,·2235,·2261,·2271,·2294,·2298],
22039	········"070":·2193,
22040	········"0700":·995,	22039	········"0700":·995,
22041	········"070087":·2218,	22040	········"070087":·2218,
22042	········"070816":·2235,	22041	········"070816":·2235,
22043	········"071068":·2222,	22042	········"071068":·2222,
22044	········"071357":·2191,	22043	········"071357":·2191,
22045	········"071665":·2219,	22044	········"071665":·2219,
22046	········"0718":·[2184,·2186],	22045	········"0718":·[2184,·2186],
Offset 22163, 15 lines modified		Offset 22162, 15 lines modified
22163	········"089227":·2207,	22162	········"089227":·2207,
22164	········"089329":·[2184,·2195,·2214],	22163	········"089329":·[2184,·2195,·2214],
22165	········"089354":·2235,	22164	········"089354":·2235,
22166	········"089589":·2207,	22165	········"089589":·2207,
22167	········"089641":·2207,	22166	········"089641":·2207,
22168	········"089759":·2186,	22167	········"089759":·2186,
22169	········"08t00":·2261,	22168	········"08t00":·2261,
22170	········"09":·[29,·80,·84,·88,·107,·127,·157,·213,·218,·276,·277,·278,·322,·330,·331,·345,·562,·592,·595,·600,·629,·637,·677,·685,·686,·703,·732,·788,·793,·902,·903,·904,·987,·1008,·1075,·1164,·1221,·1344,·1452,·1489,·1501,·1506,·1524,·1578,·1598,·1657,·1677,·1699,·1720,·1741,·1758,·1839,·1876,·1894,·1912,·1964,·2018,·2184,·2185,·2186,·2191,·2195,·2197,·2199,·2201,·2204,·2205,·2207,·2209,·2210,·2212,·2213,·2218,·2220,·2221,·2222,·2226,·2228,·2230,·2231,·2232,·2233,·2235,·2238,·2249,·2250,·2261,·2271],	22169	········"09":·[29,·80,·84,·88,·107,·127,·157,·213,·218,·276,·277,·278,·322,·330,·331,·345,·562,·592,·595,·600,·629,·637,·677,·685,·686,·703,·732,·788,·793,·902,·903,·904,·987,·1008,·1075,·1164,·1221,·1344,·1452,·1489,·1501,·1506,·1524,·1578,·1598,·1657,·1677,·1699,·1720,·1741,·1758,·1839,·1876,·1894,·1912,·1964,·2018,·2184,·2185,·2186,·2191,·2193,·2195,·2197,·2199,·2201,·2204,·2205,·2207,·2209,·2210,·2212,·2213,·2218,·2220,·2221,·2222,·2226,·2228,·2230,·2231,·2232,·2233,·2235,·2238,·2249,·2250,·2261,·2271],
22171	········"0900":·[956,·1013],	22170	········"0900":·[956,·1013],
22172	········"090118":·2219,	22171	········"090118":·2219,
22173	········"090255":·2197,	22172	········"090255":·2197,
22174	········"090310":·2207,	22173	········"090310":·2207,
22175	········"090711":·2207,	22174	········"090711":·2207,
22176	········"091":·[2186,·2227],	22175	········"091":·[2186,·2227],
22177	········"091000":·2207,	22176	········"091000":·2207,
Offset 22253, 20 lines modified		Offset 22252, 20 lines modified
22253	········"0n":·[1489,·2298],	22252	········"0n":·[1489,·2298],
22254	········"0px":·2207,	22253	········"0px":·2207,
22255	········"0rc0":·13,	22254	········"0rc0":·13,
22256	········"0th":·[26,·249,·882,·1202,·2185,·2197,·2199,·2235],	22255	········"0th":·[26,·249,·882,·1202,·2185,·2197,·2199,·2235],
22257	········"0x00":·2294,	22256	········"0x00":·2294,
22258	········"0x40":·2294,	22257	········"0x40":·2294,
22259	········"0x7efd0c0b0690":·3,	22258	········"0x7efd0c0b0690":·3,
22260	········"0xffff~~467de4~~30":·2230,	22259	········"0xffff25444130":·2230,
22261	········"0xffff~~482~~a~~6ca~~0":·2210,	22260	········"0xffff260ad300":·2210,
Max diff block lines reached; 46373/66258 bytes (69.99%) of diff not shown.


Offset 1847, 25 lines modified		Offset 1847, 25 lines modified
1847	<span·class="gp">In·[141]:·</span><span·class="n">indexer</span>·<span·class="o">=</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">arange</span><span·class="p">(</span><span·class="mi">10000</span><span·class="p">)</span>	1847	<span·class="gp">In·[141]:·</span><span·class="n">indexer</span>·<span·class="o">=</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">arange</span><span·class="p">(</span><span·class="mi">10000</span><span·class="p">)</span>

1848	<span·class="gp">In·[142]:·</span><span·class="n">random</span><span·class="o">.</span><span·class="n">shuffle</span><span·class="p">(</span><span·class="n">indexer</span><span·class="p">)</span>	1848	<span·class="gp">In·[142]:·</span><span·class="n">random</span><span·class="o">.</span><span·class="n">shuffle</span><span·class="p">(</span><span·class="n">indexer</span><span·class="p">)</span>

1849	<span·class="gp">In·[143]:·</span><span·class="o">%</span><span·class="k">timeit</span>·arr[indexer]	1849	<span·class="gp">In·[143]:·</span><span·class="o">%</span><span·class="k">timeit</span>·arr[indexer]
1850	<span·class="gp">···.....:·</span><span·class="o">%</span><span·class="k">timeit</span>·arr.take(indexer,·axis=0)	1850	<span·class="gp">···.....:·</span><span·class="o">%</span><span·class="k">timeit</span>·arr.take(indexer,·axis=0)
1851	<span·class="gp">···.....:·</span>	1851	<span·class="gp">···.....:·</span>
1852	<span·class="go">204·us·+-·12.1·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>	1852	<span·class="go">194·us·+-·331·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>
1853	<span·class="go">77.3·us·+-·4.74·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>	1853	<span·class="go">73.7·us·+-·272·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>
1854	</pre></div>	1854	</pre></div>
1855	</div>	1855	</div>
1856	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[144]:·</span><span·class="n">ser</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">Series</span><span·class="p">(</span><span·class="n">arr</span><span·class="p">[:,</span>·<span·class="mi">0</span><span·class="p">])</span>	1856	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[144]:·</span><span·class="n">ser</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">Series</span><span·class="p">(</span><span·class="n">arr</span><span·class="p">[:,</span>·<span·class="mi">0</span><span·class="p">])</span>

1857	<span·class="gp">In·[145]:·</span><span·class="o">%</span><span·class="k">timeit</span>·ser.iloc[indexer]	1857	<span·class="gp">In·[145]:·</span><span·class="o">%</span><span·class="k">timeit</span>·ser.iloc[indexer]
1858	<span·class="gp">···.....:·</span><span·class="o">%</span><span·class="k">timeit</span>·ser.take(indexer)	1858	<span·class="gp">···.....:·</span><span·class="o">%</span><span·class="k">timeit</span>·ser.take(indexer)
1859	<span·class="gp">···.....:·</span>	1859	<span·class="gp">···.....:·</span>
1860	<span·class="go">~~327~~·us·+-·~~103~~·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)</span>	1860	<span·class="go">161·us·+-·5.49·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>
1861	<span·class="go">218·us·+-·54.7·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)</span>	1861	<span·class="go">187·us·+-·48.2·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>
1862	</pre></div>	1862	</pre></div>
1863	</div>	1863	</div>
1864	</section>	1864	</section>
1865	<section·id="index-types">	1865	<section·id="index-types">
1866	<span·id="advanced-index-types"></span><h2>Index·types<a·class="headerlink"·href="#index-types"·title="Link·to·this·heading">#</a></h2>	1866	<span·id="advanced-index-types"></span><h2>Index·types<a·class="headerlink"·href="#index-types"·title="Link·to·this·heading">#</a></h2>
1867	<p>We·have·discussed·<code·class="docutils·literal·notranslate"><span·class="pre">MultiIndex</span></code>·in·the·previous·sections·pretty·extensively.	1867	<p>We·have·discussed·<code·class="docutils·literal·notranslate"><span·class="pre">MultiIndex</span></code>·in·the·previous·sections·pretty·extensively.
1868	Documentation·about·<code·class="docutils·literal·notranslate"><span·class="pre">DatetimeIndex</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">PeriodIndex</span></code>·are·shown·<a·class="reference·internal"·href="timeseries.html#timeseries-overview"><span·class="std·std-ref">here</span></a>,	1868	Documentation·about·<code·class="docutils·literal·notranslate"><span·class="pre">DatetimeIndex</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">PeriodIndex</span></code>·are·shown·<a·class="reference·internal"·href="timeseries.html#timeseries-overview"><span·class="std·std-ref">here</span></a>,


Offset 1245, 23 lines modified		Offset 1245, 23 lines modified
1245	In·[141]:·indexer·=·np.arange(10000)	1245	In·[141]:·indexer·=·np.arange(10000)

1246	In·[142]:·random.shuffle(indexer)	1246	In·[142]:·random.shuffle(indexer)

1247	In·[143]:·%timeit·arr[indexer]	1247	In·[143]:·%timeit·arr[indexer]
1248	···.....:·%timeit·arr.take(indexer,·axis=0)	1248	···.....:·%timeit·arr.take(indexer,·axis=0)
1249	···.....:	1249	···.....:
1250	204·us·+-·12.1·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)	1250	194·us·+-·331·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)
1251	77.3·us·+-·4.74·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)	1251	73.7·us·+-·272·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)
1252	In·[144]:·ser·=·pd.Series(arr[:,·0])	1252	In·[144]:·ser·=·pd.Series(arr[:,·0])

1253	In·[145]:·%timeit·ser.iloc[indexer]	1253	In·[145]:·%timeit·ser.iloc[indexer]
1254	···.....:·%timeit·ser.take(indexer)	1254	···.....:·%timeit·ser.take(indexer)
1255	···.....:	1255	···.....:
1256	~~327~~·us·+-·~~103~~·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)	1256	161·us·+-·5.49·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)
1257	218·us·+-·54.7·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)	1257	187·us·+-·48.2·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)
1258	\x8\x8\x8\x8\x8·I\x8In\x8nd\x8de\x8ex\x8x·t\x8ty\x8yp\x8pe\x8es\x8s_\x8#\x8#·\x8\x8\x8\x8\x8	1258	\x8\x8\x8\x8\x8·I\x8In\x8nd\x8de\x8ex\x8x·t\x8ty\x8yp\x8pe\x8es\x8s_\x8#\x8#·\x8\x8\x8\x8\x8
1259	We·have·discussed·MultiIndex·in·the·previous·sections·pretty·extensively.	1259	We·have·discussed·MultiIndex·in·the·previous·sections·pretty·extensively.
1260	Documentation·about·DatetimeIndex·and·PeriodIndex·are·shown·_\x8h_\x8e_\x8r_\x8e,·and	1260	Documentation·about·DatetimeIndex·and·PeriodIndex·are·shown·_\x8h_\x8e_\x8r_\x8e,·and
1261	documentation·about·TimedeltaIndex·is·found·_\x8h_\x8e_\x8r_\x8e.	1261	documentation·about·TimedeltaIndex·is·found·_\x8h_\x8e_\x8r_\x8e.
1262	In·the·following·sub-sections·we·will·highlight·some·other·index·types.	1262	In·the·following·sub-sections·we·will·highlight·some·other·index·types.
1263	\x8\x8\x8\x8·C\x8Ca\x8at\x8te\x8eg\x8go\x8or\x8ri\x8ic\x8ca\x8al\x8lI\x8In\x8nd\x8de\x8ex\x8x_\x8#\x8#·\x8\x8\x8\x8	1263	\x8\x8\x8\x8·C\x8Ca\x8at\x8te\x8eg\x8go\x8or\x8ri\x8ic\x8ca\x8al\x8lI\x8In\x8nd\x8de\x8ex\x8x_\x8#\x8#·\x8\x8\x8\x8
1264	_\x8C_\x8a_\x8t_\x8e_\x8g_\x8o_\x8r_\x8i_\x8c_\x8a_\x8l_\x8I_\x8n_\x8d_\x8e_\x8x·is·a·type·of·index·that·is·useful·for·supporting·indexing·with	1264	_\x8C_\x8a_\x8t_\x8e_\x8g_\x8o_\x8r_\x8i_\x8c_\x8a_\x8l_\x8I_\x8n_\x8d_\x8e_\x8x·is·a·type·of·index·that·is·useful·for·supporting·indexing·with


Offset 110, 29 lines modified		Offset 110, 29 lines modified
110	···...:·····dx·=·(b·-·a)·/·N	110	···...:·····dx·=·(b·-·a)·/·N
111	···...:·····for·i·in·range(N):	111	···...:·····for·i·in·range(N):
112	···...:·········s·+=·f(a·+·i·*·dx)	112	···...:·········s·+=·f(a·+·i·*·dx)
113	···...:·····return·s·*·dx	113	···...:·····return·s·*·dx
114	···...:	114	···...:
115	We·achieve·our·result·by·using·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8a_\x8p_\x8p_\x8l_\x8y_\x8(_\x8)·(row-wise):	115	We·achieve·our·result·by·using·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8a_\x8p_\x8p_\x8l_\x8y_\x8(_\x8)·(row-wise):
116	In·[5]:·%timeit·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),·axis=1)	116	In·[5]:·%timeit·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),·axis=1)
117	~~110~~·ms·+-·21.2·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)	117	82.7·ms·+-·10.4·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)
118	Let’s·take·a·look·and·see·where·the·time·is·spent·during·this·operation·using	118	Let’s·take·a·look·and·see·where·the·time·is·spent·during·this·operation·using
119	the·_\x8p_\x8r_\x8u_\x8n_\x8·_\x8i_\x8p_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8m_\x8a_\x8g_\x8i_\x8c_\x8·_\x8f_\x8u_\x8n_\x8c_\x8t_\x8i_\x8o_\x8n:	119	the·_\x8p_\x8r_\x8u_\x8n_\x8·_\x8i_\x8p_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8m_\x8a_\x8g_\x8i_\x8c_\x8·_\x8f_\x8u_\x8n_\x8c_\x8t_\x8i_\x8o_\x8n:
120	#·most·time·consuming·4·calls	120	#·most·time·consuming·4·calls
121	In·[6]:·%prun·-l·4·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),	121	In·[6]:·%prun·-l·4·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),
122	axis=1)··#·noqa·E999	122	axis=1)··#·noqa·E999
123	·········605946·function·calls·(605928·primitive·calls)·in·0.248·seconds	123	·········605946·function·calls·(605928·primitive·calls)·in·0.225·seconds

124	···Ordered·by:·internal·time	124	···Ordered·by:·internal·time
125	···List·reduced·from·159·to·4·due·to·restriction·<4>	125	···List·reduced·from·159·to·4·due·to·restriction·<4>

126	···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)	126	···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)
127	·····1000····0.151····0.000····0.~~222~~····0.000·<ipython-input-4-c2a74e076cf0>:1	127	·····1000····0.135····0.000····0.199····0.000·<ipython-input-4-c2a74e076cf0>:1
128	(integrate_f)	128	(integrate_f)
129	···552423····0.070····0.000····0.070····0.000·<ipython-input-3-c138bdd570e3>:1	129	···552423····0.063····0.000····0.063····0.000·<ipython-input-3-c138bdd570e3>:1
130	(f)	130	(f)
131	·····3000····0.004····0.000····0.017····0.000·series.py:1095(__getitem__)	131	·····3000····0.004····0.000····0.017····0.000·series.py:1095(__getitem__)
132	·····3000····0.003····0.000····0.008····0.000·series.py:1220(_get_value)	132	·····3000····0.003····0.000····0.008····0.000·series.py:1220(_get_value)
133	By·far·the·majority·of·time·is·spend·inside·either·integrate_f·or·f,·hence	133	By·far·the·majority·of·time·is·spend·inside·either·integrate_f·or·f,·hence
134	we’ll·concentrate·our·efforts·cythonizing·these·two·functions.	134	we’ll·concentrate·our·efforts·cythonizing·these·two·functions.
135	\x8\x8\x8\x8·P\x8Pl\x8la\x8ai\x8in\x8n·C\x8Cy\x8yt\x8th\x8ho\x8on\x8n_\x8#\x8#·\x8\x8\x8\x8	135	\x8\x8\x8\x8·P\x8Pl\x8la\x8ai\x8in\x8n·C\x8Cy\x8yt\x8th\x8ho\x8on\x8n_\x8#\x8#·\x8\x8\x8\x8
136	First·we’re·going·to·need·to·import·the·Cython·magic·function·to·IPython:	136	First·we’re·going·to·need·to·import·the·Cython·magic·function·to·IPython:
Offset 146, 15 lines modified		Offset 146, 15 lines modified
146	···...:·····dx·=·(b·-·a)·/·N	146	···...:·····dx·=·(b·-·a)·/·N
147	···...:·····for·i·in·range(N):	147	···...:·····for·i·in·range(N):
148	···...:·········s·+=·f_plain(a·+·i·*·dx)	148	···...:·········s·+=·f_plain(a·+·i·*·dx)
149	···...:·····return·s·*·dx	149	···...:·····return·s·*·dx
150	···...:	150	···...:
151	In·[9]:·%timeit·df.apply(lambda·x:·integrate_f_plain(x["a"],·x["b"],·x["N"]),	151	In·[9]:·%timeit·df.apply(lambda·x:·integrate_f_plain(x["a"],·x["b"],·x["N"]),
152	axis=1)	152	axis=1)
153	87.1·ms·+-·~~6.66~~·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)	153	81·ms·+-·11.7·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)
154	This·has·improved·the·performance·compared·to·the·pure·Python·approach·by·one-	154	This·has·improved·the·performance·compared·to·the·pure·Python·approach·by·one-
155	third.	155	third.
156	\x8\x8\x8\x8·D\x8De\x8ec\x8cl\x8la\x8ar\x8ri\x8in\x8ng\x8g·C\x8C·t\x8ty\x8yp\x8pe\x8es\x8s_\x8#\x8#·\x8\x8\x8\x8	156	\x8\x8\x8\x8·D\x8De\x8ec\x8cl\x8la\x8ar\x8ri\x8in\x8ng\x8g·C\x8C·t\x8ty\x8yp\x8pe\x8es\x8s_\x8#\x8#·\x8\x8\x8\x8
157	We·can·annotate·the·function·variables·and·return·types·as·well·as·use·cdef·and	157	We·can·annotate·the·function·variables·and·return·types·as·well·as·use·cdef·and
158	cpdef·to·improve·performance:	158	cpdef·to·improve·performance:
159	In·[10]:·%%cython	159	In·[10]:·%%cython
160	···....:·cdef·double·f_typed(double·x)·except?·-2:	160	···....:·cdef·double·f_typed(double·x)·except?·-2:
Offset 166, 25 lines modified		Offset 166, 25 lines modified
166	···....:·····dx·=·(b·-·a)·/·N	166	···....:·····dx·=·(b·-·a)·/·N
167	···....:·····for·i·in·range(N):	167	···....:·····for·i·in·range(N):
168	···....:·········s·+=·f_typed(a·+·i·*·dx)	168	···....:·········s·+=·f_typed(a·+·i·*·dx)
169	···....:·····return·s·*·dx	169	···....:·····return·s·*·dx
170	···....:	170	···....:
171	In·[11]:·%timeit·df.apply(lambda·x:·integrate_f_typed(x["a"],·x["b"],·x["N"]),	171	In·[11]:·%timeit·df.apply(lambda·x:·integrate_f_typed(x["a"],·x["b"],·x["N"]),
172	axis=1)	172	axis=1)
173	~~9.35~~·ms·+-·~~679~~·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)	173	11.8·ms·+-·4.68·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)
174	Annotating·the·functions·with·C·types·yields·an·over·ten·times·performance	174	Annotating·the·functions·with·C·types·yields·an·over·ten·times·performance
175	improvement·compared·to·the·original·Python·implementation.	175	improvement·compared·to·the·original·Python·implementation.
176	\x8\x8\x8\x8·U\x8Us\x8si\x8in\x8ng\x8g·n\x8nd\x8da\x8ar\x8rr\x8ra\x8ay\x8y_\x8#\x8#·\x8\x8\x8\x8	176	\x8\x8\x8\x8·U\x8Us\x8si\x8in\x8ng\x8g·n\x8nd\x8da\x8ar\x8rr\x8ra\x8ay\x8y_\x8#\x8#·\x8\x8\x8\x8
177	When·re-profiling,·time·is·spent·creating·a·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s·from·each·row,·and·calling	177	When·re-profiling,·time·is·spent·creating·a·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s·from·each·row,·and·calling
178	__getitem__·from·both·the·index·and·the·series·(three·times·for·each·row).	178	__getitem__·from·both·the·index·and·the·series·(three·times·for·each·row).
179	These·Python·function·calls·are·expensive·and·can·be·improved·by·passing·an	179	These·Python·function·calls·are·expensive·and·can·be·improved·by·passing·an
180	np.ndarray.	180	np.ndarray.
181	In·[12]:·%prun·-l·4·df.apply(lambda·x:·integrate_f_typed(x["a"],·x["b"],·x	181	In·[12]:·%prun·-l·4·df.apply(lambda·x:·integrate_f_typed(x["a"],·x["b"],·x
182	["N"]),·axis=1)	182	["N"]),·axis=1)
183	·········52523·function·calls·(52505·primitive·calls)·in·0.026·seconds	183	·········52523·function·calls·(52505·primitive·calls)·in·0.025·seconds

184	···Ordered·by:·internal·time	184	···Ordered·by:·internal·time
185	···List·reduced·from·157·to·4·due·to·restriction·<4>	185	···List·reduced·from·157·to·4·due·to·restriction·<4>

186	···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)	186	···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)
187	·····3000····0.004····0.000····0.016····0.000·series.py:1095(__getitem__)	187	·····3000····0.004····0.000····0.016····0.000·series.py:1095(__getitem__)
188	·····3000····0.003····0.000····0.007····0.000·series.py:1220(_get_value)	188	·····3000····0.003····0.000····0.007····0.000·series.py:1220(_get_value)
Offset 235, 15 lines modified		Offset 235, 15 lines modified
235	This·implementation·creates·an·array·of·zeros·and·inserts·the·result·of	235	This·implementation·creates·an·array·of·zeros·and·inserts·the·result·of
236	integrate_f_typed·applied·over·each·row.·Looping·over·an·ndarray·is·faster·in	236	integrate_f_typed·applied·over·each·row.·Looping·over·an·ndarray·is·faster·in
237	Cython·than·looping·over·a·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s·object.	237	Cython·than·looping·over·a·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s·object.
238	Since·apply_integrate_f·is·typed·to·accept·an·np.ndarray,·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s_\x8._\x8t_\x8o_\x8__\x8n_\x8u_\x8m_\x8p_\x8y_\x8(_\x8)	238	Since·apply_integrate_f·is·typed·to·accept·an·np.ndarray,·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s_\x8._\x8t_\x8o_\x8__\x8n_\x8u_\x8m_\x8p_\x8y_\x8(_\x8)
239	calls·are·needed·to·utilize·this·function.	239	calls·are·needed·to·utilize·this·function.
240	In·[14]:·%timeit·apply_integrate_f(df["a"].to_numpy(),·df["b"].to_numpy(),·df	240	In·[14]:·%timeit·apply_integrate_f(df["a"].to_numpy(),·df["b"].to_numpy(),·df
241	["N"].to_numpy())	241	["N"].to_numpy())
242	1.18·ms·+-·~~41.3~~·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)	242	1.15·ms·+-·3.57·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)
243	Performance·has·improved·from·the·prior·implementation·by·almost·ten·times.	243	Performance·has·improved·from·the·prior·implementation·by·almost·ten·times.
244	\x8\x8\x8\x8·D\x8Di\x8is\x8sa\x8ab\x8bl\x8li\x8in\x8ng\x8g·c\x8co\x8om\x8mp\x8pi\x8il\x8le\x8er\x8r·d\x8di\x8ir\x8re\x8ec\x8ct\x8ti\x8iv\x8ve\x8es\x8s_\x8#\x8#·\x8\x8\x8\x8	244	\x8\x8\x8\x8·D\x8Di\x8is\x8sa\x8ab\x8bl\x8li\x8in\x8ng\x8g·c\x8co\x8om\x8mp\x8pi\x8il\x8le\x8er\x8r·d\x8di\x8ir\x8re\x8ec\x8ct\x8ti\x8iv\x8ve\x8es\x8s_\x8#\x8#·\x8\x8\x8\x8
245	The·majority·of·the·time·is·now·spent·in·apply_integrate_f.·Disabling·Cython’s	245	The·majority·of·the·time·is·now·spent·in·apply_integrate_f.·Disabling·Cython’s
246	boundscheck·and·wraparound·checks·can·yield·more·performance.	246	boundscheck·and·wraparound·checks·can·yield·more·performance.
247	In·[15]:·%prun·-l·4·apply_integrate_f(df["a"].to_numpy(),·df["b"].to_numpy(),	247	In·[15]:·%prun·-l·4·apply_integrate_f(df["a"].to_numpy(),·df["b"].to_numpy(),
248	df["N"].to_numpy())	248	df["N"].to_numpy())
249	·········78·function·calls·in·0.001·seconds	249	·········78·function·calls·in·0.001·seconds
Offset 298, 15 lines modified		Offset 298, 15 lines modified
298	/usr/lib/aarch64-linux-gnu/python3-numpy/numpy/_core/include/numpy/	298	/usr/lib/aarch64-linux-gnu/python3-numpy/numpy/_core/include/numpy/
299	npy_1_7_deprecated_api.h:17:2:·warning:·#warning·"Using·deprecated·NumPy·API,	299	npy_1_7_deprecated_api.h:17:2:·warning:·#warning·"Using·deprecated·NumPy·API,
300	disable·it·with·"·"#define·NPY_NO_DEPRECATED_API·NPY_1_7_API_VERSION"·[-Wcpp]	300	disable·it·with·"·"#define·NPY_NO_DEPRECATED_API·NPY_1_7_API_VERSION"·[-Wcpp]
301	···17·\|·#warning·"Using·deprecated·NumPy·API,·disable·it·with·"·\	301	···17·\|·#warning·"Using·deprecated·NumPy·API,·disable·it·with·"·\
302	······\|··^~~~~~~	302	······\|··^~~~~~~
303	In·[17]:·%timeit·apply_integrate_f_wrap(df["a"].to_numpy(),·df["b"].to_numpy(),	303	In·[17]:·%timeit·apply_integrate_f_wrap(df["a"].to_numpy(),·df["b"].to_numpy(),
304	df["N"].to_numpy())	304	df["N"].to_numpy())
305	815·us·+-·552·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)	305	813·us·+-·102·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)
306	However,·a·loop·indexer·i·accessing·an·invalid·location·in·an·array·would·cause	306	However,·a·loop·indexer·i·accessing·an·invalid·location·in·an·array·would·cause
307	a·segfault·because·memory·access·isn’t·checked.·For·more·about·boundscheck·and	307	a·segfault·because·memory·access·isn’t·checked.·For·more·about·boundscheck·and
308	wraparound,·see·the·Cython·docs·on·_\x8c_\x8o_\x8m_\x8p_\x8i_\x8l_\x8e_\x8r_\x8·_\x8d_\x8i_\x8r_\x8e_\x8c_\x8t_\x8i_\x8v_\x8e_\x8s.	308	wraparound,·see·the·Cython·docs·on·_\x8c_\x8o_\x8m_\x8p_\x8i_\x8l_\x8e_\x8r_\x8·_\x8d_\x8i_\x8r_\x8e_\x8c_\x8t_\x8i_\x8v_\x8e_\x8s.
309	\x8\x8\x8\x8\x8·N\x8Nu\x8um\x8mb\x8ba\x8a·(\x8(J\x8JI\x8IT\x8T·c\x8co\x8om\x8mp\x8pi\x8il\x8la\x8at\x8ti\x8io\x8on\x8n)\x8)_\x8#\x8#·\x8\x8\x8\x8\x8	309	\x8\x8\x8\x8\x8·N\x8Nu\x8um\x8mb\x8ba\x8a·(\x8(J\x8JI\x8IT\x8T·c\x8co\x8om\x8mp\x8pi\x8il\x8la\x8at\x8ti\x8io\x8on\x8n)\x8)_\x8#\x8#·\x8\x8\x8\x8\x8
310	An·alternative·to·statically·compiling·Cython·code·is·to·use·a·dynamic·just-in-	310	An·alternative·to·statically·compiling·Cython·code·is·to·use·a·dynamic·just-in-
311	time·(JIT)·compiler·with·_\x8N_\x8u_\x8m_\x8b_\x8a.	311	time·(JIT)·compiler·with·_\x8N_\x8u_\x8m_\x8b_\x8a.
312	Numba·allows·you·to·write·a·pure·Python·function·which·can·be·JIT·compiled·to	312	Numba·allows·you·to·write·a·pure·Python·function·which·can·be·JIT·compiled·to
Offset 609, 19 lines modified		Offset 609, 17 lines modified
609	The·'numexpr'·engine·is·the·more·performant·engine·that·can·yield·performance	609	The·'numexpr'·engine·is·the·more·performant·engine·that·can·yield·performance
610	improvements·compared·to·standard·Python·syntax·for·large·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e.·This	610	improvements·compared·to·standard·Python·syntax·for·large·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e.·This
611	engine·requires·the·optional·dependency·numexpr·to·be·installed.	611	engine·requires·the·optional·dependency·numexpr·to·be·installed.
612	The·'python'·engine·is·generally·n\x8no\x8ot\x8t·useful·except·for·testing·other·evaluation	612	The·'python'·engine·is·generally·n\x8no\x8ot\x8t·useful·except·for·testing·other·evaluation
613	engines·against·it.·You·will·achieve·n\x8no\x8o·performance·benefits·using·_\x8e_\x8v_\x8a_\x8l_\x8(_\x8)·with	613	engines·against·it.·You·will·achieve·n\x8no\x8o·performance·benefits·using·_\x8e_\x8v_\x8a_\x8l_\x8(_\x8)·with
614	engine='python'·and·may·incur·a·performance·hit.	614	engine='python'·and·may·incur·a·performance·hit.
615	In·[40]:·%timeit·df1·+·df2·+·df3·+·df4	615	In·[40]:·%timeit·df1·+·df2·+·df3·+·df4
616	The·slowest·run·took·4.35·times·longer·than·the·fastest.·This·could·mean·that
617	an·intermediate·result·is·being·cached.
618	~~12.4~~·ms·+-·7~~.61~~·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)	616	8.23·ms·+-·647·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)
619	In·[41]:·%timeit·pd.eval("df1·+·df2·+·df3·+·df4",·engine="python")	617	In·[41]:·%timeit·pd.eval("df1·+·df2·+·df3·+·df4",·engine="python")
620	28.5·ms·+-·1~~.84~~·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)	618	10.4·ms·+-·320·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)
621	\x8\x8\x8\x8·T\x8Th\x8he\x8e·_\x8D\x8D_\x8a\x8a_\x8t\x8t_\x8a\x8a_\x8F\x8F_\x8r\x8r_\x8a\x8a_\x8m\x8m_\x8e\x8e_\x8.\x8._\x8e\x8e_\x8v\x8v_\x8a\x8a_\x8l\x8l_\x8(\x8(_\x8)\x8)·m\x8me\x8et\x8th\x8ho\x8od\x8d_\x8#\x8#·\x8\x8\x8\x8	619	\x8\x8\x8\x8·T\x8Th\x8he\x8e·_\x8D\x8D_\x8a\x8a_\x8t\x8t_\x8a\x8a_\x8F\x8F_\x8r\x8r_\x8a\x8a_\x8m\x8m_\x8e\x8e_\x8.\x8._\x8e\x8e_\x8v\x8v_\x8a\x8a_\x8l\x8l_\x8(\x8(_\x8)\x8)·m\x8me\x8et\x8th\x8ho\x8od\x8d_\x8#\x8#·\x8\x8\x8\x8
622	In·addition·to·the·top·level·_\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8._\x8e_\x8v_\x8a_\x8l_\x8(_\x8)·function·you·can·also·evaluate·an	620	In·addition·to·the·top·level·_\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8._\x8e_\x8v_\x8a_\x8l_\x8(_\x8)·function·you·can·also·evaluate·an
623	expression·in·the·“context”·of·a·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e.	621	expression·in·the·“context”·of·a·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e.
624	In·[42]:·df·=·pd.DataFrame(np.random.randn(5,·2),·columns=["a",·"b"])	622	In·[42]:·df·=·pd.DataFrame(np.random.randn(5,·2),·columns=["a",·"b"])

625	In·[43]:·df.eval("a·+·b")	623	In·[43]:·df.eval("a·+·b")
626	Out[43]:	624	Out[43]:
Offset 718, 29 lines modified		Offset 716, 29 lines modified
718	_\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8._\x8e_\x8v_\x8a_\x8l_\x8(_\x8)·works·well·with·expressions·containing·large·arrays.	716	_\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8._\x8e_\x8v_\x8a_\x8l_\x8(_\x8)·works·well·with·expressions·containing·large·arrays.
719	In·[58]:·nrows,·ncols·=·20000,·100	717	In·[58]:·nrows,·ncols·=·20000,·100

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Offset 1086, 16 lines modified		Offset 1086, 16 lines modified
1086	<span·class="gp">···....:·</span><span·class="n">files</span>·<span·class="o">=</span>·<span·class="n">pathlib</span><span·class="o">.</span><span·class="n">Path</span><span·class="p">(</span><span·class="s2">"data/timeseries/"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">glob</span><span·class="p">(</span><span·class="s2">"ts*.parquet"</span><span·class="p">)</span>	1086	<span·class="gp">···....:·</span><span·class="n">files</span>·<span·class="o">=</span>·<span·class="n">pathlib</span><span·class="o">.</span><span·class="n">Path</span><span·class="p">(</span><span·class="s2">"data/timeseries/"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">glob</span><span·class="p">(</span><span·class="s2">"ts*.parquet"</span><span·class="p">)</span>
1087	<span·class="gp">···....:·</span><span·class="n">counts</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">Series</span><span·class="p">(</span><span·class="n">dtype</span><span·class="o">=</span><span·class="nb">int</span><span·class="p">)</span>	1087	<span·class="gp">···....:·</span><span·class="n">counts</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">Series</span><span·class="p">(</span><span·class="n">dtype</span><span·class="o">=</span><span·class="nb">int</span><span·class="p">)</span>
1088	<span·class="gp">···....:·</span><span·class="k">for</span>·<span·class="n">path</span>·<span·class="ow">in</span>·<span·class="n">files</span><span·class="p">:</span>	1088	<span·class="gp">···....:·</span><span·class="k">for</span>·<span·class="n">path</span>·<span·class="ow">in</span>·<span·class="n">files</span><span·class="p">:</span>
1089	<span·class="gp">···....:·</span>····<span·class="n">df</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">read_parquet</span><span·class="p">(</span><span·class="n">path</span><span·class="p">)</span>	1089	<span·class="gp">···....:·</span>····<span·class="n">df</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">read_parquet</span><span·class="p">(</span><span·class="n">path</span><span·class="p">)</span>
1090	<span·class="gp">···....:·</span>····<span·class="n">counts</span>·<span·class="o">=</span>·<span·class="n">counts</span><span·class="o">.</span><span·class="n">add</span><span·class="p">(</span><span·class="n">df</span><span·class="p">[</span><span·class="s2">"name"</span><span·class="p">]</span><span·class="o">.</span><span·class="n">value_counts</span><span·class="p">(),</span>·<span·class="n">fill_value</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">)</span>	1090	<span·class="gp">···....:·</span>····<span·class="n">counts</span>·<span·class="o">=</span>·<span·class="n">counts</span><span·class="o">.</span><span·class="n">add</span><span·class="p">(</span><span·class="n">df</span><span·class="p">[</span><span·class="s2">"name"</span><span·class="p">]</span><span·class="o">.</span><span·class="n">value_counts</span><span·class="p">(),</span>·<span·class="n">fill_value</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">)</span>
1091	<span·class="gp">···....:·</span><span·class="n">counts</span><span·class="o">.</span><span·class="n">astype</span><span·class="p">(</span><span·class="nb">int</span><span·class="p">)</span>	1091	<span·class="gp">···....:·</span><span·class="n">counts</span><span·class="o">.</span><span·class="n">astype</span><span·class="p">(</span><span·class="nb">int</span><span·class="p">)</span>
1092	<span·class="gp">···....:·</span>	1092	<span·class="gp">···....:·</span>
1093	<span·class="go">CPU·times:·user·478·us,·sys:·98·us,·total:·~~576~~·us</span>	1093	<span·class="go">CPU·times:·user·444·us,·sys:·188·us,·total:·632·us</span>
1094	<span·class="go">Wall·time:·~~584~~·us</span>	1094	<span·class="go">Wall·time:·641·us</span>
1095	<span·class="gh">Out[32]:·</span><span·class="go">Series([],·dtype:·int64)</span>	1095	<span·class="gh">Out[32]:·</span><span·class="go">Series([],·dtype:·int64)</span>
1096	</pre></div>	1096	</pre></div>
1097	</div>	1097	</div>
1098	<p>Some·readers,·like·<a·class="reference·internal"·href="../reference/api/pandas.read_csv.html#pandas.read_csv"·title="pandas.read_csv"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">pandas.read_csv()</span></code></a>,·offer·parameters·to·control·the	1098	<p>Some·readers,·like·<a·class="reference·internal"·href="../reference/api/pandas.read_csv.html#pandas.read_csv"·title="pandas.read_csv"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">pandas.read_csv()</span></code></a>,·offer·parameters·to·control·the
1099	<code·class="docutils·literal·notranslate"><span·class="pre">chunksize</span></code>·when·reading·a·single·file.</p>	1099	<code·class="docutils·literal·notranslate"><span·class="pre">chunksize</span></code>·when·reading·a·single·file.</p>
1100	<p>Manually·chunking·is·an·OK·option·for·workflows·that·don’t	1100	<p>Manually·chunking·is·an·OK·option·for·workflows·that·don’t
1101	require·too·sophisticated·of·operations.·Some·operations,·like·<a·class="reference·internal"·href="../reference/api/pandas.DataFrame.groupby.html#pandas.DataFrame.groupby"·title="pandas.DataFrame.groupby"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">pandas.DataFrame.groupby()</span></code></a>,·are	1101	require·too·sophisticated·of·operations.·Some·operations,·like·<a·class="reference·internal"·href="../reference/api/pandas.DataFrame.groupby.html#pandas.DataFrame.groupby"·title="pandas.DataFrame.groupby"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">pandas.DataFrame.groupby()</span></code></a>,·are


Offset 644, 16 lines modified		Offset 644, 16 lines modified
644	···....:·files·=·pathlib.Path("data/timeseries/").glob("ts*.parquet")	644	···....:·files·=·pathlib.Path("data/timeseries/").glob("ts*.parquet")
645	···....:·counts·=·pd.Series(dtype=int)	645	···....:·counts·=·pd.Series(dtype=int)
646	···....:·for·path·in·files:	646	···....:·for·path·in·files:
647	···....:·····df·=·pd.read_parquet(path)	647	···....:·····df·=·pd.read_parquet(path)
648	···....:·····counts·=·counts.add(df["name"].value_counts(),·fill_value=0)	648	···....:·····counts·=·counts.add(df["name"].value_counts(),·fill_value=0)
649	···....:·counts.astype(int)	649	···....:·counts.astype(int)
650	···....:	650	···....:
651	CPU·times:·user·478·us,·sys:·98·us,·total:·~~576~~·us	651	CPU·times:·user·444·us,·sys:·188·us,·total:·632·us
652	Wall·time:·~~584~~·us	652	Wall·time:·641·us
653	Out[32]:·Series([],·dtype:·int64)	653	Out[32]:·Series([],·dtype:·int64)
654	Some·readers,·like·_\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8._\x8r_\x8e_\x8a_\x8d_\x8__\x8c_\x8s_\x8v_\x8(_\x8),·offer·parameters·to·control·the·chunksize	654	Some·readers,·like·_\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8._\x8r_\x8e_\x8a_\x8d_\x8__\x8c_\x8s_\x8v_\x8(_\x8),·offer·parameters·to·control·the·chunksize
655	when·reading·a·single·file.	655	when·reading·a·single·file.
656	Manually·chunking·is·an·OK·option·for·workflows·that·don’t·require·too	656	Manually·chunking·is·an·OK·option·for·workflows·that·don’t·require·too
657	sophisticated·of·operations.·Some·operations,·like·_\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8._\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8g_\x8r_\x8o_\x8u_\x8p_\x8b_\x8y_\x8(_\x8),	657	sophisticated·of·operations.·Some·operations,·like·_\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8._\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8g_\x8r_\x8o_\x8u_\x8p_\x8b_\x8y_\x8(_\x8),
658	are·much·harder·to·do·chunkwise.·In·these·cases,·you·may·be·better·switching·to	658	are·much·harder·to·do·chunkwise.·In·these·cases,·you·may·be·better·switching·to
659	a·different·library·that·implements·these·out-of-core·algorithms·for·you.	659	a·different·library·that·implements·these·out-of-core·algorithms·for·you.


Offset 39, 18 lines modified		Offset 39, 18 lines modified
39	············]	39	············]
40	········},	40	········},
41	········{	41	········{
42	············"cell_type":·"code",	42	············"cell_type":·"code",
43	············"execution_count":·1,	43	············"execution_count":·1,
44	············"metadata":·{	44	············"metadata":·{
45	················"execution":·{	45	················"execution":·{
46	····················"iopub.execute_input":·"2025-08-04T00:48:23.391532Z",	46	····················"iopub.execute_input":·"2026-09-06T08:02:34.903957Z",
47	····················"iopub.status.busy":·"2025-08-04T00:48:23.390396Z",	47	····················"iopub.status.busy":·"2026-09-06T08:02:34.903718Z",
48	····················"iopub.status.idle":·"2025-08-04T00:48:23.~~8010~~89Z",	48	····················"iopub.status.idle":·"2026-09-06T08:02:35.255881Z",
49	····················"shell.execute_reply":·"2025-08-04T00:48:23.~~800177~~Z"	49	····················"shell.execute_reply":·"2026-09-06T08:02:35.254818Z"
50	················},	50	················},
51	················"nbsphinx":·"hidden"	51	················"nbsphinx":·"hidden"
52	············},	52	············},
53	············"outputs":·[],	53	············"outputs":·[],
54	············"source":·[	54	············"source":·[
55	················"import·matplotlib.pyplot\n",	55	················"import·matplotlib.pyplot\n",
56	················"#·We·have·this·here·to·trigger·matplotlib's·font·cache·stuff.\n",	56	················"#·We·have·this·here·to·trigger·matplotlib's·font·cache·stuff.\n",
Offset 77, 36 lines modified		Offset 77, 36 lines modified
77	············]	77	············]
78	········},	78	········},
79	········{	79	········{
80	············"cell_type":·"code",	80	············"cell_type":·"code",
81	············"execution_count":·2,	81	············"execution_count":·2,
82	············"metadata":·{	82	············"metadata":·{
83	················"execution":·{	83	················"execution":·{
84	····················"iopub.execute_input":·"2025-08-04T00:48:23.809~~169~~Z",	84	····················"iopub.execute_input":·"2026-09-06T08:02:35.259406Z",
85	····················"iopub.status.busy":·"2025-08-04T00:48:23.808~~815~~Z",	85	····················"iopub.status.busy":·"2026-09-06T08:02:35.258694Z",
86	····················"iopub.status.idle":·"2025-08-04T00:48:24.~~110~~778Z",	86	····················"iopub.status.idle":·"2026-09-06T08:02:35.593726Z",
87	····················"shell.execute_reply":·"2025-08-04T00:48:24.~~110244~~Z"	87	····················"shell.execute_reply":·"2026-09-06T08:02:35.592878Z"
88	················}	88	················}
89	············},	89	············},
90	············"outputs":·[],	90	············"outputs":·[],
91	············"source":·[	91	············"source":·[
92	················"import·pandas·as·pd\n",	92	················"import·pandas·as·pd\n",
93	················"import·numpy·as·np\n",	93	················"import·numpy·as·np\n",
94	················"import·matplotlib·as·mpl\n"	94	················"import·matplotlib·as·mpl\n"
95	············]	95	············]
96	········},	96	········},
97	········{	97	········{
98	············"cell_type":·"code",	98	············"cell_type":·"code",
99	············"execution_count":·3,	99	············"execution_count":·3,
100	············"metadata":·{	100	············"metadata":·{
101	················"execution":·{	101	················"execution":·{
102	····················"iopub.execute_input":·"2025-08-04T00:48:24.~~11408~~3Z",	102	····················"iopub.execute_input":·"2026-09-06T08:02:35.596703Z",
103	····················"iopub.status.busy":·"2025-08-04T00:48:24.~~113709~~Z",	103	····················"iopub.status.busy":·"2026-09-06T08:02:35.596080Z",
104	····················"iopub.status.idle":·"2025-08-04T00:48:24.~~174~~651Z",	104	····················"iopub.status.idle":·"2026-09-06T08:02:35.646682Z",
105	····················"shell.execute_reply":·"2025-08-04T00:48:24.164736Z"	105	····················"shell.execute_reply":·"2026-09-06T08:02:35.645633Z"
106	················},	106	················},
107	················"nbsphinx":·"hidden"	107	················"nbsphinx":·"hidden"
108	············},	108	············},
109	············"outputs":·[],	109	············"outputs":·[],
110	············"source":·[	110	············"source":·[
111	················"#·For·reproducibility·-·this·doesn't·respect·uuid_len·or·positionally-passed·uuid·but·the·places·here·that·use·that·coincidentally·bypass·this·anyway\n",	111	················"#·For·reproducibility·-·this·doesn't·respect·uuid_len·or·positionally-passed·uuid·but·the·places·here·that·use·that·coincidentally·bypass·this·anyway\n",
112	················"from·pandas.io.formats.style·import·Styler\n",	112	················"from·pandas.io.formats.style·import·Styler\n",
Offset 123, 18 lines modified		Offset 123, 18 lines modified
123	············]	123	············]
124	········},	124	········},
125	········{	125	········{
126	············"cell_type":·"code",	126	············"cell_type":·"code",
127	············"execution_count":·4,	127	············"execution_count":·4,
128	············"metadata":·{	128	············"metadata":·{
129	················"execution":·{	129	················"execution":·{
130	····················"iopub.execute_input":·"2025-08-04T00:48:24.186451Z",	130	····················"iopub.execute_input":·"2026-09-06T08:02:35.649522Z",
131	····················"iopub.status.busy":·"2025-08-04T00:48:24.~~185608~~Z",	131	····················"iopub.status.busy":·"2026-09-06T08:02:35.649173Z",
132	····················"iopub.status.idle":·"2025-08-04T00:48:24.~~2029~~53Z",	132	····················"iopub.status.idle":·"2026-09-06T08:02:35.659858Z",
133	····················"shell.execute_reply":·"2025-08-04T00:48:24.~~201~~878Z"	133	····················"shell.execute_reply":·"2026-09-06T08:02:35.658881Z"
134	················}	134	················}
135	············},	135	············},
136	············"outputs":·[	136	············"outputs":·[
137	················{	137	················{
138	····················"data":·{	138	····················"data":·{
139	························"text/html":·[	139	························"text/html":·[
140	····························"<style·type=\"text/css\">\n",	140	····························"<style·type=\"text/css\">\n",
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193	············]	193	············]
194	········},	194	········},
195	········{	195	········{
196	············"cell_type":·"code",	196	············"cell_type":·"code",
197	············"execution_count":·5,	197	············"execution_count":·5,
198	············"metadata":·{	198	············"metadata":·{
199	················"execution":·{	199	················"execution":·{
200	····················"iopub.execute_input":·"2025-08-04T00:48:24.26~~698~~1Z",	200	····················"iopub.execute_input":·"2026-09-06T08:02:35.691313Z",
201	····················"iopub.status.busy":·"2025-08-04T00:48:24.~~266667~~Z",	201	····················"iopub.status.busy":·"2026-09-06T08:02:35.690552Z",
202	····················"iopub.status.idle":·"2025-08-04T00:48:24.~~28490~~4Z",	202	····················"iopub.status.idle":·"2026-09-06T08:02:35.702784Z",
203	····················"shell.execute_reply":·"2025-08-04T00:48:24.~~280056~~Z"	203	····················"shell.execute_reply":·"2026-09-06T08:02:35.701914Z"
204	················}	204	················}
205	············},	205	············},
206	············"outputs":·[	206	············"outputs":·[
207	················{	207	················{
208	····················"data":·{	208	····················"data":·{
209	························"text/html":·[	209	························"text/html":·[
210	····························"<div>\n",	210	····························"<div>\n",
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327	············]	327	············]
328	········},	328	········},
329	········{	329	········{
330	············"cell_type":·"code",	330	············"cell_type":·"code",
331	············"execution_count":·6,	331	············"execution_count":·6,
332	············"metadata":·{	332	············"metadata":·{
333	················"execution":·{	333	················"execution":·{
334	····················"iopub.execute_input":·"2025-08-04T00:48:24.2~~876~~43Z",	334	····················"iopub.execute_input":·"2026-09-06T08:02:35.705437Z",
335	····················"iopub.status.busy":·"2025-08-04T00:48:24.~~287254~~Z",	335	····················"iopub.status.busy":·"2026-09-06T08:02:35.704933Z",
336	····················"iopub.status.idle":·"2025-08-04T00:48:24.~~2999~~86Z",	336	····················"iopub.status.idle":·"2026-09-06T08:02:35.716581Z",
337	····················"shell.execute_reply":·"2025-08-04T00:48:24.~~299269~~Z"	337	····················"shell.execute_reply":·"2026-09-06T08:02:35.715833Z"
338	················}	338	················}
339	············},	339	············},
340	············"outputs":·[	340	············"outputs":·[
341	················{	341	················{
342	····················"data":·{	342	····················"data":·{
343	························"text/html":·[	343	························"text/html":·[
344	····························"<style·type=\"text/css\">\n",	344	····························"<style·type=\"text/css\">\n",
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448	············]	448	············]
449	········},	449	········},
450	········{	450	········{
451	············"cell_type":·"code",	451	············"cell_type":·"code",
452	············"execution_count":·7,	452	············"execution_count":·7,
453	············"metadata":·{	453	············"metadata":·{
454	················"execution":·{	454	················"execution":·{
455	····················"iopub.execute_input":·"2025-08-04T00:48:24.~~3026~~61Z",	455	····················"iopub.execute_input":·"2026-09-06T08:02:35.719761Z",
456	····················"iopub.status.busy":·"2025-08-04T00:48:24.~~302388~~Z",	456	····················"iopub.status.busy":·"2026-09-06T08:02:35.719294Z",
457	····················"iopub.status.idle":·"2025-08-04T00:48:24.~~312465~~Z",	457	····················"iopub.status.idle":·"2026-09-06T08:02:35.727082Z",
458	····················"shell.execute_reply":·"2025-08-04T00:48:24.~~311537~~Z"	458	····················"shell.execute_reply":·"2026-09-06T08:02:35.726422Z"
459	················}	459	················}
460	············},	460	············},
461	············"outputs":·[	461	············"outputs":·[
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Offset 1613, 20 lines modified		Offset 1613, 20 lines modified
1613	<span·class="gp">In·[94]:·</span><span·class="n">df1</span><span·class="p">,</span>·<span·class="n">df2</span><span·class="p">,</span>·<span·class="n">df3</span><span·class="p">,</span>·<span·class="n">df4</span>·<span·class="o">=</span>·<span·class="p">[</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">DataFrame</span><span·class="p">(</span><span·class="n">np</span><span·class="o">.</span><span·class="n">random</span><span·class="o">.</span><span·class="n">randn</span><span·class="p">(</span><span·class="n">nrows</span><span·class="p">,</span>·<span·class="n">ncols</span><span·class="p">))</span>	1613	<span·class="gp">In·[94]:·</span><span·class="n">df1</span><span·class="p">,</span>·<span·class="n">df2</span><span·class="p">,</span>·<span·class="n">df3</span><span·class="p">,</span>·<span·class="n">df4</span>·<span·class="o">=</span>·<span·class="p">[</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">DataFrame</span><span·class="p">(</span><span·class="n">np</span><span·class="o">.</span><span·class="n">random</span><span·class="o">.</span><span·class="n">randn</span><span·class="p">(</span><span·class="n">nrows</span><span·class="p">,</span>·<span·class="n">ncols</span><span·class="p">))</span>
1614	<span·class="gp">···....:·</span>······················<span·class="k">for</span>·<span·class="n">_</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">4</span><span·class="p">)]</span>	1614	<span·class="gp">···....:·</span>······················<span·class="k">for</span>·<span·class="n">_</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">4</span><span·class="p">)]</span>
1615	<span·class="gp">···....:·</span>	1615	<span·class="gp">···....:·</span>
1616	</pre></div>	1616	</pre></div>
1617	</div>	1617	</div>
1618	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·eval·with·NumExpr·backend</span>	1618	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·eval·with·NumExpr·backend</span>
1619	<span·class="gp">In·[95]:·</span><span·class="o">%</span><span·class="k">timeit</span>·pd.eval('df1·+·df2·+·df3·+·df4')	1619	<span·class="gp">In·[95]:·</span><span·class="o">%</span><span·class="k">timeit</span>·pd.eval('df1·+·df2·+·df3·+·df4')
1620	<span·class="go">6.84·ms·+-·327·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)</span>	1620	<span·class="go">6.66·ms·+-·125·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)</span>
1621	</pre></div>	1621	</pre></div>
1622	</div>	1622	</div>
1623	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·pure·Python·evaluation</span>	1623	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·pure·Python·evaluation</span>
1624	<span·class="gp">In·[96]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df1·+·df2·+·df3·+·df4	1624	<span·class="gp">In·[96]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df1·+·df2·+·df3·+·df4
1625	<span·class="go">5.06·ms·+-·1.06·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)</span>	1625	<span·class="go">4.18·ms·+-·177·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)</span>
1626	</pre></div>	1626	</pre></div>
1627	</div>	1627	</div>
1628	<p>For·more·details,·see·the·<a·class="reference·internal"·href="../user_guide/enhancingperf.html#enhancingperf-eval"><span·class="std·std-ref">the·docs</span></a></p>	1628	<p>For·more·details,·see·the·<a·class="reference·internal"·href="../user_guide/enhancingperf.html#enhancingperf-eval"><span·class="std·std-ref">the·docs</span></a></p>
1629	</li>	1629	</li>
1630	<li><p>Similar·to·<code·class="docutils·literal·notranslate"><span·class="pre">pandas.eval</span></code>,·<a·class="reference·internal"·href="../reference/api/pandas.DataFrame.html#pandas.DataFrame"·title="pandas.DataFrame"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">DataFrame</span></code></a>·has·a·new	1630	<li><p>Similar·to·<code·class="docutils·literal·notranslate"><span·class="pre">pandas.eval</span></code>,·<a·class="reference·internal"·href="../reference/api/pandas.DataFrame.html#pandas.DataFrame"·title="pandas.DataFrame"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">DataFrame</span></code></a>·has·a·new
1631	<code·class="docutils·literal·notranslate"><span·class="pre">DataFrame.eval</span></code>·method·that·evaluates·an·expression·in·the·context·of	1631	<code·class="docutils·literal·notranslate"><span·class="pre">DataFrame.eval</span></code>·method·that·evaluates·an·expression·in·the·context·of
1632	the·<code·class="docutils·literal·notranslate"><span·class="pre">DataFrame</span></code>.·For·example,</p>	1632	the·<code·class="docutils·literal·notranslate"><span·class="pre">DataFrame</span></code>.·For·example,</p>


Offset 965, 18 lines modified		Offset 965, 18 lines modified

965	······In·[94]:·df1,·df2,·df3,·df4·=·[pd.DataFrame(np.random.randn(nrows,	965	······In·[94]:·df1,·df2,·df3,·df4·=·[pd.DataFrame(np.random.randn(nrows,
966	······ncols))	966	······ncols))
967	·········....:·······················for·_·in·range(4)]	967	·········....:·······················for·_·in·range(4)]
968	·········....:	968	·········....:
969	······#·eval·with·NumExpr·backend	969	······#·eval·with·NumExpr·backend
970	······In·[95]:·%timeit·pd.eval('df1·+·df2·+·df3·+·df4')	970	······In·[95]:·%timeit·pd.eval('df1·+·df2·+·df3·+·df4')
971	······6.84·ms·+-·327·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)	971	······6.66·ms·+-·125·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)
972	······#·pure·Python·evaluation	972	······#·pure·Python·evaluation
973	······In·[96]:·%timeit·df1·+·df2·+·df3·+·df4	973	······In·[96]:·%timeit·df1·+·df2·+·df3·+·df4
974	······5.06·ms·+-·1.06·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)	974	······4.18·ms·+-·177·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)
975	······For·more·details,·see·the·_\x8t_\x8h_\x8e_\x8·_\x8d_\x8o_\x8c_\x8s	975	······For·more·details,·see·the·_\x8t_\x8h_\x8e_\x8·_\x8d_\x8o_\x8c_\x8s
976	····*·Similar·to·pandas.eval,·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e·has·a·new·DataFrame.eval·method·that	976	····*·Similar·to·pandas.eval,·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e·has·a·new·DataFrame.eval·method·that
977	······evaluates·an·expression·in·the·context·of·the·DataFrame.·For·example,	977	······evaluates·an·expression·in·the·context·of·the·DataFrame.·For·example,
978	······In·[97]:·df·=·pd.DataFrame(np.random.randn(10,·2),·columns=['a',·'b'])	978	······In·[97]:·df·=·pd.DataFrame(np.random.randn(10,·2),·columns=['a',·'b'])

979	······In·[98]:·df.eval('a·+·b')	979	······In·[98]:·df.eval('a·+·b')
980	······Out[98]:	980	······Out[98]:


Offset 1458, 18 lines modified		Offset 1458, 18 lines modified
1458	</div>	1458	</div>
1459	<div·class="admonition·note">	1459	<div·class="admonition·note">
1460	<p·class="admonition-title">Note</p>	1460	<p·class="admonition-title">Note</p>
1461	<p>If·you·want·to·perform·calculations·based·on·today’s·date,·use·<code·class="docutils·literal·notranslate"><span·class="pre">Timestamp.now()</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">pandas.tseries.offsets</span></code>.</p>	1461	<p>If·you·want·to·perform·calculations·based·on·today’s·date,·use·<code·class="docutils·literal·notranslate"><span·class="pre">Timestamp.now()</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">pandas.tseries.offsets</span></code>.</p>
1462	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[65]:·</span><span·class="kn">import</span>·<span·class="nn">pandas.tseries.offsets</span>·<span·class="k">as</span>·<span·class="nn">offsets</span>	1462	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[65]:·</span><span·class="kn">import</span>·<span·class="nn">pandas.tseries.offsets</span>·<span·class="k">as</span>·<span·class="nn">offsets</span>

1463	<span·class="gp">In·[66]:·</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">Timestamp</span><span·class="o">.</span><span·class="n">now</span><span·class="p">()</span>	1463	<span·class="gp">In·[66]:·</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">Timestamp</span><span·class="o">.</span><span·class="n">now</span><span·class="p">()</span>
1464	<span·class="gh">Out[66]:·</span><span·class="go">Timestamp('2025-08-03·12:49:16.4~~18157~~')</span>	1464	<span·class="gh">Out[66]:·</span><span·class="go">Timestamp('2026-09-06·22:03:20.460840')</span>

1465	<span·class="gp">In·[67]:·</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">Timestamp</span><span·class="o">.</span><span·class="n">now</span><span·class="p">()</span>·<span·class="o">+</span>·<span·class="n">offsets</span><span·class="o">.</span><span·class="n">DateOffset</span><span·class="p">(</span><span·class="n">years</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">)</span>	1465	<span·class="gp">In·[67]:·</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">Timestamp</span><span·class="o">.</span><span·class="n">now</span><span·class="p">()</span>·<span·class="o">+</span>·<span·class="n">offsets</span><span·class="o">.</span><span·class="n">DateOffset</span><span·class="p">(</span><span·class="n">years</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">)</span>
1466	<span·class="gh">Out[67]:·</span><span·class="go">Timestamp('2026-08-03·12:49:16.4~~19612~~')</span>	1466	<span·class="gh">Out[67]:·</span><span·class="go">Timestamp('2027-09-06·22:03:20.462296')</span>
1467	</pre></div>	1467	</pre></div>
1468	</div>	1468	</div>
1469	</div>	1469	</div>
1470	</section>	1470	</section>
1471	</section>	1471	</section>
1472	<section·id="changes-to-index-comparisons">	1472	<section·id="changes-to-index-comparisons">
1473	<h3>Changes·to·Index·comparisons<a·class="headerlink"·href="#changes-to-index-comparisons"·title="Link·to·this·heading">#</a></h3>	1473	<h3>Changes·to·Index·comparisons<a·class="headerlink"·href="#changes-to-index-comparisons"·title="Link·to·this·heading">#</a></h3>


Offset 814, 18 lines modified		Offset 814, 18 lines modified
814	freq=None)	814	freq=None)
815	Note	815	Note
816	If·you·want·to·perform·calculations·based·on·today’s·date,·use·Timestamp.now()	816	If·you·want·to·perform·calculations·based·on·today’s·date,·use·Timestamp.now()
817	and·pandas.tseries.offsets.	817	and·pandas.tseries.offsets.
818	In·[65]:·import·pandas.tseries.offsets·as·offsets	818	In·[65]:·import·pandas.tseries.offsets·as·offsets

819	In·[66]:·pd.Timestamp.now()	819	In·[66]:·pd.Timestamp.now()
820	Out[66]:·Timestamp('2025-08-03·12:49:16.4~~18157~~')	820	Out[66]:·Timestamp('2026-09-06·22:03:20.460840')

821	In·[67]:·pd.Timestamp.now()·+·offsets.DateOffset(years=1)	821	In·[67]:·pd.Timestamp.now()·+·offsets.DateOffset(years=1)
822	Out[67]:·Timestamp('2026-08-03·12:49:16.4~~19612~~')	822	Out[67]:·Timestamp('2027-09-06·22:03:20.462296')
823	\x8\x8\x8\x8·C\x8Ch\x8ha\x8an\x8ng\x8ge\x8es\x8s·t\x8to\x8o·I\x8In\x8nd\x8de\x8ex\x8x·c\x8co\x8om\x8mp\x8pa\x8ar\x8ri\x8is\x8so\x8on\x8ns\x8s_\x8#\x8#·\x8\x8\x8\x8	823	\x8\x8\x8\x8·C\x8Ch\x8ha\x8an\x8ng\x8ge\x8es\x8s·t\x8to\x8o·I\x8In\x8nd\x8de\x8ex\x8x·c\x8co\x8om\x8mp\x8pa\x8ar\x8ri\x8is\x8so\x8on\x8ns\x8s_\x8#\x8#·\x8\x8\x8\x8
824	Operator·equal·on·Index·should·behavior·similarly·to·Series·(_\x8G_\x8H_\x8·_\x89_\x89_\x84_\x87,·_\x8G_\x8H_\x8·_\x81_\x80_\x86_\x83_\x87)	824	Operator·equal·on·Index·should·behavior·similarly·to·Series·(_\x8G_\x8H_\x8·_\x89_\x89_\x84_\x87,·_\x8G_\x8H_\x8·_\x81_\x80_\x86_\x83_\x87)
825	Starting·in·v0.17.0,·comparing·Index·objects·of·different·lengths·will·raise·a	825	Starting·in·v0.17.0,·comparing·Index·objects·of·different·lengths·will·raise·a
826	ValueError.·This·is·to·be·consistent·with·the·behavior·of·Series.	826	ValueError.·This·is·to·be·consistent·with·the·behavior·of·Series.
827	Previous·behavior:	827	Previous·behavior:
828	In·[2]:·pd.Index([1,·2,·3])·==·pd.Index([1,·4,·5])	828	In·[2]:·pd.Index([1,·2,·3])·==·pd.Index([1,·4,·5])
829	Out[2]:·array([·True,·False,·False],·dtype=bool)	829	Out[2]:·array([·True,·False,·False],·dtype=bool)


Offset 6256, 61 lines modified		Offset 6256, 61 lines modified
6256	-rw-r--r--···0·root·········(0)·root·········(0)···210184·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/reference/series.html	6256	-rw-r--r--···0·root·········(0)·root·········(0)···210184·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/reference/series.html
6257	-rw-r--r--···0·root·········(0)·root·········(0)····48665·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/reference/style.html	6257	-rw-r--r--···0·root·········(0)·root·········(0)····48665·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/reference/style.html
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6278	-rw-r--r--···0·root·········(0)·root·········(0)···160414·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/dsintro.html	6278	-rw-r--r--···0·root·········(0)·root·········(0)···160414·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/dsintro.html
6279	-rw-r--r--···0·root·········(0)·root·········(0)····81376·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/duplicates.html	6279	-rw-r--r--···0·root·········(0)·root·········(0)····81376·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/duplicates.html
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6281	-rw-r--r--···0·root·········(0)·root·········(0)···107882·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/gotchas.html	6281	-rw-r--r--···0·root·········(0)·root·········(0)···107882·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/gotchas.html
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Offset 592, 29 lines modified		Offset 592, 29 lines modified
592	<span·class="gp">···...:·</span>········<span·class="n">s</span>·<span·class="o">+=</span>·<span·class="n">f</span><span·class="p">(</span><span·class="n">a</span>·<span·class="o">+</span>·<span·class="n">i</span>·<span·class="o">*</span>·<span·class="n">dx</span><span·class="p">)</span>	592	<span·class="gp">···...:·</span>········<span·class="n">s</span>·<span·class="o">+=</span>·<span·class="n">f</span><span·class="p">(</span><span·class="n">a</span>·<span·class="o">+</span>·<span·class="n">i</span>·<span·class="o">*</span>·<span·class="n">dx</span><span·class="p">)</span>
593	<span·class="gp">···...:·</span>····<span·class="k">return</span>·<span·class="n">s</span>·<span·class="o">*</span>·<span·class="n">dx</span>	593	<span·class="gp">···...:·</span>····<span·class="k">return</span>·<span·class="n">s</span>·<span·class="o">*</span>·<span·class="n">dx</span>
594	<span·class="gp">···...:·</span>	594	<span·class="gp">···...:·</span>
595	</pre></div>	595	</pre></div>
596	</div>	596	</div>
597	<p>We·achieve·our·result·by·using·<a·class="reference·internal"·href="../reference/api/pandas.DataFrame.apply.html#pandas.DataFrame.apply"·title="pandas.DataFrame.apply"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">DataFrame.apply()</span></code></a>·(row-wise):</p>	597	<p>We·achieve·our·result·by·using·<a·class="reference·internal"·href="../reference/api/pandas.DataFrame.apply.html#pandas.DataFrame.apply"·title="pandas.DataFrame.apply"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">DataFrame.apply()</span></code></a>·(row-wise):</p>
598	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[5]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),·axis=1)	598	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[5]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),·axis=1)
599	<span·class="go">~~110~~·ms·+-·21.2·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)</span>	599	<span·class="go">82.7·ms·+-·10.4·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)</span>
600	</pre></div>	600	</pre></div>
601	</div>	601	</div>
602	<p>Let’s·take·a·look·and·see·where·the·time·is·spent·during·this·operation	602	<p>Let’s·take·a·look·and·see·where·the·time·is·spent·during·this·operation
603	using·the·<a·class="reference·external"·href="https://ipython.readthedocs.io/en/stable/interactive/magics.html#magic-prun">prun·ipython·magic·function</a>:</p>	603	using·the·<a·class="reference·external"·href="https://ipython.readthedocs.io/en/stable/interactive/magics.html#magic-prun">prun·ipython·magic·function</a>:</p>
604	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·most·time·consuming·4·calls</span>	604	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·most·time·consuming·4·calls</span>
605	<span·class="gp">In·[6]:·</span><span·class="o">%</span><span·class="k">prun</span>·-l·4·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),·axis=1)··#·noqa·E999	605	<span·class="gp">In·[6]:·</span><span·class="o">%</span><span·class="k">prun</span>·-l·4·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),·axis=1)··#·noqa·E999
606	<span·class="go">·········605946·function·calls·(605928·primitive·calls)·in·0.248·seconds</span>	606	<span·class="go">·········605946·function·calls·(605928·primitive·calls)·in·0.225·seconds</span>

607	<span·class="go">···Ordered·by:·internal·time</span>	607	<span·class="go">···Ordered·by:·internal·time</span>
608	<span·class="go">···List·reduced·from·159·to·4·due·to·restriction·<4></span>	608	<span·class="go">···List·reduced·from·159·to·4·due·to·restriction·<4></span>

609	<span·class="go">···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)</span>	609	<span·class="go">···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)</span>
610	<span·class="go">·····1000····0.151····0.000····0.~~222~~····0.000·<ipython-input-4-c2a74e076cf0>:1(integrate_f)</span>	610	<span·class="go">·····1000····0.135····0.000····0.199····0.000·<ipython-input-4-c2a74e076cf0>:1(integrate_f)</span>
611	<span·class="go">···552423····0.070····0.000····0.070····0.000·<ipython-input-3-c138bdd570e3>:1(f)</span>	611	<span·class="go">···552423····0.063····0.000····0.063····0.000·<ipython-input-3-c138bdd570e3>:1(f)</span>
612	<span·class="go">·····3000····0.004····0.000····0.017····0.000·series.py:1095(__getitem__)</span>	612	<span·class="go">·····3000····0.004····0.000····0.017····0.000·series.py:1095(__getitem__)</span>
613	<span·class="go">·····3000····0.003····0.000····0.008····0.000·series.py:1220(_get_value)</span>	613	<span·class="go">·····3000····0.003····0.000····0.008····0.000·series.py:1220(_get_value)</span>
614	</pre></div>	614	</pre></div>
615	</div>	615	</div>
616	<p>By·far·the·majority·of·time·is·spend·inside·either·<code·class="docutils·literal·notranslate"><span·class="pre">integrate_f</span></code>·or·<code·class="docutils·literal·notranslate"><span·class="pre">f</span></code>,	616	<p>By·far·the·majority·of·time·is·spend·inside·either·<code·class="docutils·literal·notranslate"><span·class="pre">integrate_f</span></code>·or·<code·class="docutils·literal·notranslate"><span·class="pre">f</span></code>,
617	hence·we’ll·concentrate·our·efforts·cythonizing·these·two·functions.</p>	617	hence·we’ll·concentrate·our·efforts·cythonizing·these·two·functions.</p>
618	</section>	618	</section>
Offset 634, 15 lines modified		Offset 634, 15 lines modified
634	<span·class="gp">···...:·</span>····for·i·in·range(N):	634	<span·class="gp">···...:·</span>····for·i·in·range(N):
635	<span·class="gp">···...:·</span>········s·+=·f_plain(a·+·i·*·dx)	635	<span·class="gp">···...:·</span>········s·+=·f_plain(a·+·i·*·dx)
636	<span·class="gp">···...:·</span>····return·s·*·dx	636	<span·class="gp">···...:·</span>····return·s·*·dx
637	<span·class="gp">···...:·</span>	637	<span·class="gp">···...:·</span>
638	</pre></div>	638	</pre></div>
639	</div>	639	</div>
640	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[9]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df.apply(lambda·x:·integrate_f_plain(x["a"],·x["b"],·x["N"]),·axis=1)	640	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[9]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df.apply(lambda·x:·integrate_f_plain(x["a"],·x["b"],·x["N"]),·axis=1)
641	<span·class="go">87.1·ms·+-·~~6.66~~·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)</span>	641	<span·class="go">81·ms·+-·11.7·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)</span>


Offset 820, 18 lines modified		Offset 820, 18 lines modified
820	a·new·ndarray·of·period·objects·each·time.</p>	820	a·new·ndarray·of·period·objects·each·time.</p>
821	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[18]:·</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">values</span>	821	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[18]:·</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">values</span>
822	<span·class="gh">Out[18]:·</span>	822	<span·class="gh">Out[18]:·</span>
823	<span·class="go">array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),</span>	823	<span·class="go">array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),</span>
824	<span·class="go">·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)</span>	824	<span·class="go">·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)</span>

825	<span·class="gp">In·[19]:·</span><span·class="nb">id</span><span·class="p">(</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">values</span><span·class="p">)</span>	825	<span·class="gp">In·[19]:·</span><span·class="nb">id</span><span·class="p">(</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">values</span><span·class="p">)</span>
826	<span·class="gh">Out[19]:·</span><span·class="go">28147~~3386377744~~</span>	826	<span·class="gh">Out[19]:·</span><span·class="go">281472422405936</span>

827	<span·class="gp">In·[20]:·</span><span·class="nb">id</span><span·class="p">(</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">values</span><span·class="p">)</span>	827	<span·class="gp">In·[20]:·</span><span·class="nb">id</span><span·class="p">(</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">values</span><span·class="p">)</span>
828	<span·class="gh">Out[20]:·</span><span·class="go">28147~~3386377744~~</span>	828	<span·class="gh">Out[20]:·</span><span·class="go">281472422405936</span>
829	</pre></div>	829	</pre></div>
830	</div>	830	</div>
831	<p>If·you·need·an·actual·NumPy·array,·use·<a·class="reference·internal"·href="../reference/api/pandas.Series.to_numpy.html#pandas.Series.to_numpy"·title="pandas.Series.to_numpy"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">Series.to_numpy()</span></code></a>·or·<code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">Index.to_numpy()</span></code>.</p>	831	<p>If·you·need·an·actual·NumPy·array,·use·<a·class="reference·internal"·href="../reference/api/pandas.Series.to_numpy.html#pandas.Series.to_numpy"·title="pandas.Series.to_numpy"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">Series.to_numpy()</span></code></a>·or·<code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">Index.to_numpy()</span></code>.</p>
832	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[21]:·</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">to_numpy</span><span·class="p">()</span>	832	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[21]:·</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">to_numpy</span><span·class="p">()</span>
833	<span·class="gh">Out[21]:·</span>	833	<span·class="gh">Out[21]:·</span>
834	<span·class="go">array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),</span>	834	<span·class="go">array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),</span>
835	<span·class="go">·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)</span>	835	<span·class="go">·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)</span>


Offset 268, 18 lines modified		Offset 268, 18 lines modified
268	each·time.	268	each·time.
269	In·[18]:·idx.values	269	In·[18]:·idx.values
270	Out[18]:	270	Out[18]:
271	array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),	271	array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),
272	·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)	272	·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)

273	In·[19]:·id(idx.values)	273	In·[19]:·id(idx.values)
274	Out[19]:·28147~~3386377744~~	274	Out[19]:·281472422405936

275	In·[20]:·id(idx.values)	275	In·[20]:·id(idx.values)
276	Out[20]:·28147~~3386377744~~	276	Out[20]:·281472422405936
277	If·you·need·an·actual·NumPy·array,·use·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s_\x8._\x8t_\x8o_\x8__\x8n_\x8u_\x8m_\x8p_\x8y_\x8(_\x8)·or·Index.to_numpy().	277	If·you·need·an·actual·NumPy·array,·use·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s_\x8._\x8t_\x8o_\x8__\x8n_\x8u_\x8m_\x8p_\x8y_\x8(_\x8)·or·Index.to_numpy().
278	In·[21]:·idx.to_numpy()	278	In·[21]:·idx.to_numpy()
279	Out[21]:	279	Out[21]:
280	array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),	280	array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),
281	·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)	281	·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)

282	In·[22]:·pd.Series(idx).to_numpy()	282	In·[22]:·pd.Series(idx).to_numpy()


Offset 1, 8 lines modified		Offset 1, 8 lines modified

1	Displaying·notes·found·in:·.note.gnu.property	1	Displaying·notes·found·in:·.note.gnu.property
2	··Owner················Data·size·» Description	2	··Owner················Data·size·» Description
3	··GNU··················0x00000010» NT_GNU_PROPERTY_TYPE_0» ······Properties:·AArch64·feature:·BTI,·PAC	3	··GNU··················0x00000010» NT_GNU_PROPERTY_TYPE_0» ······Properties:·AArch64·feature:·BTI,·PAC

4	Displaying·notes·found·in:·.note.gnu.build-id	4	Displaying·notes·found·in:·.note.gnu.build-id
5	··Owner················Data·size·» Description	5	··Owner················Data·size·» Description
6	··GNU··················0x00000014» NT_GNU_BUILD_ID·(unique·build·ID·bitstring)» ····Build·ID:·~~ec53de10230~~9fb49a~~6010c69~~2~~dce58~~480b~~2cef01~~	6	··GNU··················0x00000014» NT_GNU_BUILD_ID·(unique·build·ID·bitstring)» ····Build·ID:·7f79b5a86919b9ca5df2f7a2a16a24a9babfa89f


Offset 1, 7 lines modified		Offset 1, 7 lines modified

1	Hex·dump·of·section·'.gnu_debuglink':	1	Hex·dump·of·section·'.gnu_debuglink':
2	··0x00000000·35336465·31303233·30396662·34396136·53de102309fb49a6
3	··0x00000010·30313063·36393264·63653538·~~343830~~62·01~~0c6~~92dce5~~8480~~b	2	··0x00000000·37396235·61383639·31396239·63613564·79b5a86919b9ca5d
		3	··0x00000010·66326637·61326131·36613234·61396261·f2f7a2a16a24a9ba
4	··0x00000020·32636~~566~~·3~~031~~2e64·65627567·00000000·~~2cef01~~.debug....	4	··0x00000020·62666138·39662e64·65627567·00000000·bfa89f.debug....
5	··0x00000030·88c38~~660~~····························...`	5	··0x00000030·9b813aa1····························..:.


Offset 1, 13 lines modified		Offset 1, 13 lines modified
1	Package:·python3-pandas-lib-dbgsym	1	Package:·python3-pandas-lib-dbgsym
2	Source:·pandas	2	Source:·pandas
3	Version:·2.2.3+dfsg-9	3	Version:·2.2.3+dfsg-9
4	Auto-Built-Package:·debug-symbols	4	Auto-Built-Package:·debug-symbols
5	Architecture:·arm64	5	Architecture:·arm64
6	Maintainer:·Debian·Science·Team·<debian-science-maintainers@lists.alioth.debian.org>	6	Maintainer:·Debian·Science·Team·<debian-science-maintainers@lists.alioth.debian.org>
7	Installed-Size:·36355	7	Installed-Size:·36354
8	Depends:·python3-pandas-lib·(=·2.2.3+dfsg-9)	8	Depends:·python3-pandas-lib·(=·2.2.3+dfsg-9)
9	Section:·debug	9	Section:·debug
10	Priority:·optional	10	Priority:·optional
11	Multi-Arch:·same	11	Multi-Arch:·same
12	Description:·debug·symbols·for·python3-pandas-lib	12	Description:·debug·symbols·for·python3-pandas-lib
13	Build-Ids:·00796a5175c483d86c36015b050478720fcca5c2·013314491ed67118431ed1fa6b80c10842d6fa78·03956ebb7575021180167e8ee47a923e3f63759c·1569f8acf64c1b9d35bac007c3c62f689ab4d4f5·39dd2dafabd269ddb7b93f35d0bd5aa912f81f19·427aecda701693acc82c039d015759f1c1f8721d·4844308b74d8a88d8c09c9a1f0d0754e094c4e92·4f2647d7e00125cdae03a0800722c19cc7e71f96·4ff88b6c69d38beb0cd543bacf5cd1ae2a6c8355·5555ef9571e601e8984a3d9df39ec5d31ca45437·57ab824ee684ca4bab2824e4a5ff78c8de5bbe6a·5c49645cb1ab4e4c0a32ac68c56cddc8c807d76c·5cab29e4e6559fd839e165bd5371abbed9cd9ea9·5d5e3ee02ead3cd47e6e8a5fd6378990b1c7142a·67b1f6864b730f175f8d87b3d82ea367a064e428·6835c3ff1db3ca93cc799f1b92bdbcdc62be47f8·68955b9f8bbc0f7a9f2ceb040d1710563016f946·6bcbef73545160431752df610f6b18de1b546f7a·781ebc30888edaaa6c34b3248db5a5d5b4db18b6·784356f3bc3d751f8e7607ee6807d2df11f74e39·7c08151ee0134ccfc1251a63c18cee75422aed05·7c104f205b06923b1185c85d1fef8afb23fa112c·7d2056d2745e6dc010fb08a17d119338a9fb7176·7de73584a7dc76fce7493c46b90e9f4331ad214a·7e3eeec47f7e7e2a7ac4754a45ce6f966f05314f·7f7463b57af0f32886521199894a93eb3dca1db9·86b1df0629eaa3b3bfbd70f066205b5044c9e850·87258055647582e7e48168c53927f2e601902553·8f591462b234e2ccc080cadc0aab42831de24113·973acdb86fea1f9e6079a45670de913b8e377e1a·9bf9dad557e717aef02e9e2816aa59850815c11f·9edd5ef94~~7577d1b1c5cb31ce11ca9690b18a~~7~~e1·a28a081486~~[·...·truncated·by·diffoscope;·len:·399,·SHA:·~~97d3~~d~~a18b1~~b08acbcd94~~9afd~~aab~~a0c69~~853~~faef2~~5a3bd~~7bab~~7~~6fe~~a~~1e0~~27bf~~5af~~·...·]·fbc8e3586cf4d2e2494d0928f49266c70abe79df·fd9d811354ba8671a3863d774a82844841a94bd9	13	Build-Ids:·00796a5175c483d86c36015b050478720fcca5c2·013314491ed67118431ed1fa6b80c10842d6fa78·03956ebb7575021180167e8ee47a923e3f63759c·1569f8acf64c1b9d35bac007c3c62f689ab4d4f5·39dd2dafabd269ddb7b93f35d0bd5aa912f81f19·427aecda701693acc82c039d015759f1c1f8721d·4844308b74d8a88d8c09c9a1f0d0754e094c4e92·4f2647d7e00125cdae03a0800722c19cc7e71f96·4ff88b6c69d38beb0cd543bacf5cd1ae2a6c8355·5555ef9571e601e8984a3d9df39ec5d31ca45437·57ab824ee684ca4bab2824e4a5ff78c8de5bbe6a·5c49645cb1ab4e4c0a32ac68c56cddc8c807d76c·5cab29e4e6559fd839e165bd5371abbed9cd9ea9·5d5e3ee02ead3cd47e6e8a5fd6378990b1c7142a·67b1f6864b730f175f8d87b3d82ea367a064e428·6835c3ff1db3ca93cc799f1b92bdbcdc62be47f8·68955b9f8bbc0f7a9f2ceb040d1710563016f946·6bcbef73545160431752df610f6b18de1b546f7a·781ebc30888edaaa6c34b3248db5a5d5b4db18b6·784356f3bc3d751f8e7607ee6807d2df11f74e39·7c08151ee0134ccfc1251a63c18cee75422aed05·7c104f205b06923b1185c85d1fef8afb23fa112c·7d2056d2745e6dc010fb08a17d119338a9fb7176·7de73584a7dc76fce7493c46b90e9f4331ad214a·7e3eeec47f7e7e2a7ac4754a45ce6f966f05314f·7f7463b57af0f32886521199894a93eb3dca1db9·7f79b5a86919b9ca5df2f7a2a16a24a9babfa89f·86b1df0629eaa3b3bfbd70f066205b5044c9e850·87258055647582e7e48168c53927f2e601902553·8f591462b234e2ccc080cadc0aab42831de24113·973acdb86fea1f9e6079a45670de913b8e377e1a·9bf9dad557e717aef02e9e2816aa59850815c11f·9edd5ef947[·...·truncated·by·diffoscope;·len:·399,·SHA:·7e1ed5799fbd6ac7d246b15a05ab586d3806033d69de56392167500ab5a27c1d·...·]·fbc8e3586cf4d2e2494d0928f49266c70abe79df·fd9d811354ba8671a3863d774a82844841a94bd9


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21	usr/lib/debug/.build-id/7c/08151ee0134ccfc1251a63c18cee75422aed05.debug	21	usr/lib/debug/.build-id/7c/08151ee0134ccfc1251a63c18cee75422aed05.debug
22	usr/lib/debug/.build-id/7c/104f205b06923b1185c85d1fef8afb23fa112c.debug	22	usr/lib/debug/.build-id/7c/104f205b06923b1185c85d1fef8afb23fa112c.debug
23	usr/lib/debug/.build-id/7d/2056d2745e6dc010fb08a17d119338a9fb7176.debug	23	usr/lib/debug/.build-id/7d/2056d2745e6dc010fb08a17d119338a9fb7176.debug
24	usr/lib/debug/.build-id/7d/e73584a7dc76fce7493c46b90e9f4331ad214a.debug	24	usr/lib/debug/.build-id/7d/e73584a7dc76fce7493c46b90e9f4331ad214a.debug
25	usr/lib/debug/.build-id/7e/3eeec47f7e7e2a7ac4754a45ce6f966f05314f.debug	25	usr/lib/debug/.build-id/7e/3eeec47f7e7e2a7ac4754a45ce6f966f05314f.debug
26	usr/lib/debug/.build-id/7f/7463b57af0f32886521199894a93eb3dca1db9.debug	26	usr/lib/debug/.build-id/7f/7463b57af0f32886521199894a93eb3dca1db9.debug
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28	usr/lib/debug/.build-id/87/258055647582e7e48168c53927f2e601902553.debug	29	usr/lib/debug/.build-id/87/258055647582e7e48168c53927f2e601902553.debug
29	usr/lib/debug/.build-id/8f/591462b234e2ccc080cadc0aab42831de24113.debug	30	usr/lib/debug/.build-id/8f/591462b234e2ccc080cadc0aab42831de24113.debug
30	usr/lib/debug/.build-id/97/3acdb86fea1f9e6079a45670de913b8e377e1a.debug	31	usr/lib/debug/.build-id/97/3acdb86fea1f9e6079a45670de913b8e377e1a.debug
31	usr/lib/debug/.build-id/9b/f9dad557e717aef02e9e2816aa59850815c11f.debug	32	usr/lib/debug/.build-id/9b/f9dad557e717aef02e9e2816aa59850815c11f.debug
32	usr/lib/debug/.build-id/9e/dd5ef947577d1b1c5cb31ce11ca9690b18a7e1.debug	33	usr/lib/debug/.build-id/9e/dd5ef947577d1b1c5cb31ce11ca9690b18a7e1.debug
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36	usr/lib/debug/.build-id/be/579b7fc08929cbbcd0298f8ae1a2850a205f37.debug	37	usr/lib/debug/.build-id/be/579b7fc08929cbbcd0298f8ae1a2850a205f37.debug
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39	usr/lib/debug/.build-id/d4/a702d43db43deb3cdc1ee0755272caff5d501d.debug	40	usr/lib/debug/.build-id/d4/a702d43db43deb3cdc1ee0755272caff5d501d.debug
40	usr/lib/debug/.build-id/e1/7986f128630d127a4549b06c69bfd185270ef4.debug	41	usr/lib/debug/.build-id/e1/7986f128630d127a4549b06c69bfd185270ef4.debug
41	usr/lib/debug/.build-id/eb/e65ec935cf3b1c79288d68bd3d55608a648679.debug	42	usr/lib/debug/.build-id/eb/e65ec935cf3b1c79288d68bd3d55608a648679.debug
42	usr/lib/debug/.build-id/ec/53de102309fb49a6010c692dce58480b2cef01.debug
43	usr/lib/debug/.build-id/fb/c8e3586cf4d2e2494d0928f49266c70abe79df.debug	43	usr/lib/debug/.build-id/fb/c8e3586cf4d2e2494d0928f49266c70abe79df.debug
44	usr/lib/debug/.build-id/fd/9d811354ba8671a3863d774a82844841a94bd9.debug	44	usr/lib/debug/.build-id/fd/9d811354ba8671a3863d774a82844841a94bd9.debug
45	usr/lib/debug/.dwz/aarch64-linux-gnu/python3-pandas-lib.debug	45	usr/lib/debug/.dwz/aarch64-linux-gnu/python3-pandas-lib.debug


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45	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/7d/	45	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/7d/
46	-rw-r--r--···0·root·········(0)·root·········(0)···764912·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/7d/2056d2745e6dc010fb08a17d119338a9fb7176.debug	46	-rw-r--r--···0·root·········(0)·root·········(0)···764912·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/7d/2056d2745e6dc010fb08a17d119338a9fb7176.debug
47	-rw-r--r--···0·root·········(0)·root·········(0)···108352·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/7d/e73584a7dc76fce7493c46b90e9f4331ad214a.debug	47	-rw-r--r--···0·root·········(0)·root·········(0)···108352·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/7d/e73584a7dc76fce7493c46b90e9f4331ad214a.debug
48	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/7e/	48	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/7e/
49	-rw-r--r--···0·root·········(0)·root·········(0)···563840·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/7e/3eeec47f7e7e2a7ac4754a45ce6f966f05314f.debug	49	-rw-r--r--···0·root·········(0)·root·········(0)···563840·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/7e/3eeec47f7e7e2a7ac4754a45ce6f966f05314f.debug
50	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/7f/	50	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/7f/
51	-rw-r--r--···0·root·········(0)·root·········(0)··1014072·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/7f/7463b57af0f32886521199894a93eb3dca1db9.debug	51	-rw-r--r--···0·root·········(0)·root·········(0)··1014072·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/7f/7463b57af0f32886521199894a93eb3dca1db9.debug
		52	-rw-r--r--···0·root·········(0)·root·········(0)···689448·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/7f/79b5a86919b9ca5df2f7a2a16a24a9babfa89f.debug
52	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/86/	53	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/86/
53	-rw-r--r--···0·root·········(0)·root·········(0)··2117960·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/86/b1df0629eaa3b3bfbd70f066205b5044c9e850.debug	54	-rw-r--r--···0·root·········(0)·root·········(0)··2117960·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/86/b1df0629eaa3b3bfbd70f066205b5044c9e850.debug
54	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/87/	55	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/87/
55	-rw-r--r--···0·root·········(0)·root·········(0)··1460176·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/87/258055647582e7e48168c53927f2e601902553.debug	56	-rw-r--r--···0·root·········(0)·root·········(0)··1460176·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/87/258055647582e7e48168c53927f2e601902553.debug
56	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/8f/	57	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/8f/
57	-rw-r--r--···0·root·········(0)·root·········(0)···346752·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/8f/591462b234e2ccc080cadc0aab42831de24113.debug	58	-rw-r--r--···0·root·········(0)·root·········(0)···346752·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/8f/591462b234e2ccc080cadc0aab42831de24113.debug
58	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/97/	59	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/97/
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75	-rw-r--r--···0·root·········(0)·root·········(0)····40888·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/cd/0e640a6513cca23b9c74689f05762d3f1a231d.debug	76	-rw-r--r--···0·root·········(0)·root·········(0)····40888·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/cd/0e640a6513cca23b9c74689f05762d3f1a231d.debug
76	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/d4/	77	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/d4/
77	-rw-r--r--···0·root·········(0)·root·········(0)··3839928·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/d4/a702d43db43deb3cdc1ee0755272caff5d501d.debug	78	-rw-r--r--···0·root·········(0)·root·········(0)··3839928·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/d4/a702d43db43deb3cdc1ee0755272caff5d501d.debug
78	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/e1/	79	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/e1/
79	-rw-r--r--···0·root·········(0)·root·········(0)····95248·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/e1/7986f128630d127a4549b06c69bfd185270ef4.debug	80	-rw-r--r--···0·root·········(0)·root·········(0)····95248·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/e1/7986f128630d127a4549b06c69bfd185270ef4.debug
80	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/eb/	81	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/eb/
81	-rw-r--r--···0·root·········(0)·root·········(0)···443360·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/eb/e65ec935cf3b1c79288d68bd3d55608a648679.debug	82	-rw-r--r--···0·root·········(0)·root·········(0)···443360·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/eb/e65ec935cf3b1c79288d68bd3d55608a648679.debug
82	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/ec/
83	-rw-r--r--···0·root·········(0)·root·········(0)···689440·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/ec/53de102309fb49a6010c692dce58480b2cef01.debug
84	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/fb/	83	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/fb/
85	-rw-r--r--···0·root·········(0)·root·········(0)··1086856·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/fb/c8e3586cf4d2e2494d0928f49266c70abe79df.debug	84	-rw-r--r--···0·root·········(0)·root·········(0)··1086856·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/fb/c8e3586cf4d2e2494d0928f49266c70abe79df.debug
86	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/fd/	85	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/fd/
87	-rw-r--r--···0·root·········(0)·root·········(0)···747256·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/fd/9d811354ba8671a3863d774a82844841a94bd9.debug	86	-rw-r--r--···0·root·········(0)·root·········(0)···747256·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/fd/9d811354ba8671a3863d774a82844841a94bd9.debug
88	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.dwz/	87	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.dwz/
89	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.dwz/aarch64-linux-gnu/	88	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.dwz/aarch64-linux-gnu/
90	-rw-r--r--···0·root·········(0)·root·········(0)····60360·2025-03-29·13:01:52.000000·./usr/lib/debug/.dwz/aarch64-linux-gnu/python3-pandas-lib.debug	89	-rw-r--r--···0·root·········(0)·root·········(0)····60360·2025-03-29·13:01:52.000000·./usr/lib/debug/.dwz/aarch64-linux-gnu/python3-pandas-lib.debug


Offset 6, 15 lines modified		Offset 6, 15 lines modified
6	··OS/ABI:····························UNIX·-·System·V	6	··OS/ABI:····························UNIX·-·System·V
7	··ABI·Version:·······················0	7	··ABI·Version:·······················0
8	··Type:······························DYN·(Shared·object·file)	8	··Type:······························DYN·(Shared·object·file)
9	··Machine:···························AArch64	9	··Machine:···························AArch64
10	··Version:···························0x1	10	··Version:···························0x1
11	··Entry·point·address:···············0x0	11	··Entry·point·address:···············0x0
12	··Start·of·program·headers:··········64·(bytes·into·file)	12	··Start·of·program·headers:··········64·(bytes·into·file)
13	··Start·of·section·headers:··········687136·(bytes·into·file)	13	··Start·of·section·headers:··········687144·(bytes·into·file)
14	··Flags:·····························0x0	14	··Flags:·····························0x0
15	··Size·of·this·header:···············64·(bytes)	15	··Size·of·this·header:···············64·(bytes)
16	··Size·of·program·headers:···········56·(bytes)	16	··Size·of·program·headers:···········56·(bytes)
17	··Number·of·program·headers:·········9	17	··Number·of·program·headers:·········9
18	··Size·of·section·headers:···········64·(bytes)	18	··Size·of·section·headers:···········64·(bytes)
19	··Number·of·section·headers:·········36	19	··Number·of·section·headers:·········36
20	··Section·header·string·table·index:·35	20	··Section·header·string·table·index:·35


Offset 1, 8 lines modified		Offset 1, 8 lines modified
1	There·are·36·section·headers,·starting·at·offset·0xa7c20:	1	There·are·36·section·headers,·starting·at·offset·0xa7c28:

2	Section·Headers:	2	Section·Headers:
3	··[Nr]·Name··············Type············Address··········Off····Size···ES·Flg·Lk·Inf·Al	3	··[Nr]·Name··············Type············Address··········Off····Size···ES·Flg·Lk·Inf·Al
4	··[·0]···················NULL············0000000000000000·000000·000000·00······0···0··0	4	··[·0]···················NULL············0000000000000000·000000·000000·00······0···0··0
5	··[·1]·.note.gnu.property·NOTE············0000000000000238·000238·000020·00···A··0···0··8	5	··[·1]·.note.gnu.property·NOTE············0000000000000238·000238·000020·00···A··0···0··8
6	··[·2]·.note.gnu.build-id·NOTE············0000000000000258·000258·000024·00···A··0···0··4	6	··[·2]·.note.gnu.build-id·NOTE············0000000000000258·000258·000024·00···A··0···0··4
7	··[·3]·.gnu.hash·········NOBITS··········0000000000000280·00027c·000028·00···A··4···0··8	7	··[·3]·.gnu.hash·········NOBITS··········0000000000000280·00027c·000028·00···A··4···0··8
Offset 23, 23 lines modified		Offset 23, 23 lines modified
23	··[18]·.fini_array·······NOBITS··········000000000005f740·00f730·000008·08··WA··0···0··8	23	··[18]·.fini_array·······NOBITS··········000000000005f740·00f730·000008·08··WA··0···0··8
24	··[19]·.dynamic··········NOBITS··········000000000005f748·00f730·000200·10··WA··5···0··8	24	··[19]·.dynamic··········NOBITS··········000000000005f748·00f730·000200·10··WA··5···0··8
25	··[20]·.got··············NOBITS··········000000000005f948·00f730·0006b8·08··WA··0···0··8	25	··[20]·.got··············NOBITS··········000000000005f948·00f730·0006b8·08··WA··0···0··8
26	··[21]·.data·············NOBITS··········0000000000060000·00f730·0015a0·00··WA··0···0·16	26	··[21]·.data·············NOBITS··········0000000000060000·00f730·0015a0·00··WA··0···0·16
27	··[22]·.bss··············NOBITS··········00000000000615a0·00f730·001198·00··WA··0···0·16	27	··[22]·.bss··············NOBITS··········00000000000615a0·00f730·001198·00··WA··0···0·16
28	··[23]·.comment··········PROGBITS········0000000000000000·00027c·00001f·01··MS··0···0··1	28	··[23]·.comment··········PROGBITS········0000000000000000·00027c·00001f·01··MS··0···0··1
29	··[24]·.debug_aranges····PROGBITS········0000000000000000·0002a0·00010f·00···C··0···0··8	29	··[24]·.debug_aranges····PROGBITS········0000000000000000·0002a0·00010f·00···C··0···0··8
30	··[25]·.debug_info·······PROGBITS········0000000000000000·0003b0·040d30·00···C··0···0··8	30	··[25]·.debug_info·······PROGBITS········0000000000000000·0003b0·040d35·00···C··0···0··8
31	··[26]·.debug_abbrev·····PROGBITS········0000000000000000·0410e0·000531·00···C··0···0··8	31	··[26]·.debug_abbrev·····PROGBITS········0000000000000000·0410e8·000531·00···C··0···0··8
32	··[27]·.debug_line·······PROGBITS········0000000000000000·041618·01ca3e·00···C··0···0··8	32	··[27]·.debug_line·······PROGBITS········0000000000000000·041620·01ca3e·00···C··0···0··8
33	··[28]·.debug_str········PROGBITS········0000000000000000·05e058·000686·01·MSC··0···0··8	33	··[28]·.debug_str········PROGBITS········0000000000000000·05e060·000686·01·MSC··0···0··8
34	··[29]·.debug_line_str···PROGBITS········0000000000000000·05e6e0·0001d2·01·MSC··0···0··8	34	··[29]·.debug_line_str···PROGBITS········0000000000000000·05e6e8·0001d2·01·MSC··0···0··8
35	··[30]·.debug_loclists···PROGBITS········0000000000000000·05e8b8·0353e5·00···C··0···0··8	35	··[30]·.debug_loclists···PROGBITS········0000000000000000·05e8c0·0353e5·00···C··0···0··8
36	··[31]·.debug_rnglists···PROGBITS········0000000000000000·093ca0·007dfd·00···C··0···0··8	36	··[31]·.debug_rnglists···PROGBITS········0000000000000000·093ca8·007dfd·00···C··0···0··8
37	··[32]·.gnu_debugaltlink·PROGBITS········0000000000000000·09ba9d·000053·00······0···0··1	37	··[32]·.gnu_debugaltlink·PROGBITS········0000000000000000·09baa5·000053·00······0···0··1
38	··[33]·.symtab···········SYMTAB··········0000000000000000·09baf0·0061b0·18·····34·832··8	38	··[33]·.symtab···········SYMTAB··········0000000000000000·09baf8·0061b0·18·····34·832··8
39	··[34]·.strtab···········STRTAB··········0000000000000000·0a1ca0·005e04·00······0···0··1	39	··[34]·.strtab···········STRTAB··········0000000000000000·0a1ca8·005e04·00······0···0··1
40	··[35]·.shstrtab·········STRTAB··········0000000000000000·0a7aa4·000179·00······0···0··1	40	··[35]·.shstrtab·········STRTAB··········0000000000000000·0a7aac·000179·00······0···0··1
41	Key·to·Flags:	41	Key·to·Flags:
42	··W·(write),·A·(alloc),·X·(execute),·M·(merge),·S·(strings),·I·(info),	42	··W·(write),·A·(alloc),·X·(execute),·M·(merge),·S·(strings),·I·(info),
43	··L·(link·order),·O·(extra·OS·processing·required),·G·(group),·T·(TLS),	43	··L·(link·order),·O·(extra·OS·processing·required),·G·(group),·T·(TLS),
44	··C·(compressed),·x·(unknown),·o·(OS·specific),·E·(exclude),	44	··C·(compressed),·x·(unknown),·o·(OS·specific),·E·(exclude),
45	··D·(mbind),·p·(processor·specific)	45	··D·(mbind),·p·(processor·specific)


Offset 1, 11 lines modified		Offset 1, 11 lines modified
1	Contents·of·the·.debug_info·section:	1	Contents·of·the·.debug_info·section:

2	··Compilation·Unit·@·offset·0:	2	··Compilation·Unit·@·offset·0:
3	···Length:········0x863e4·(32-bit)	3	···Length:········0x863e2·(32-bit)
4	···Version:·······5	4	···Version:·······5
5	···Unit·Type:·····DW_UT_compile·(1)	5	···Unit·Type:·····DW_UT_compile·(1)
6	···Abbrev·Offset:·0	6	···Abbrev·Offset:·0
7	···Pointer·Size:··8	7	···Pointer·Size:··8
8	·<0><c>:·Abbrev·Number:·173·(DW_TAG_compile_unit)	8	·<0><c>:·Abbrev·Number:·173·(DW_TAG_compile_unit)
9	····<e>···DW_AT_producer····:·(GNU_strp_alt)·(offset:·0x18242)·	9	····<e>···DW_AT_producer····:·(GNU_strp_alt)·(offset:·0x18242)·
10	····<12>···DW_AT_language····:·(data1)·29» (C11)	10	····<12>···DW_AT_language····:·(data1)·29» (C11)
Offset 11066, 15 lines modified		Offset 11066, 15 lines modified
11066	····<66be>···DW_AT_location····:·(exprloc)·1·byte·block:·51·» (DW_OP_reg1·(x1))	11066	····<66be>···DW_AT_location····:·(exprloc)·1·byte·block:·51·» (DW_OP_reg1·(x1))
11067	····<66c0>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·0·4a·4·0·0·0·0·0·» (DW_OP_addr:·44a00)	11067	····<66c0>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·0·4a·4·0·0·0·0·0·» (DW_OP_addr:·44a00)
11068	·<8><66ca>:·Abbrev·Number:·0	11068	·<8><66ca>:·Abbrev·Number:·0
11069	·<7><66cb>:·Abbrev·Number:·0	11069	·<7><66cb>:·Abbrev·Number:·0
11070	·<6><66cc>:·Abbrev·Number:·0	11070	·<6><66cc>:·Abbrev·Number:·0
11071	·<5><66cd>:·Abbrev·Number:·24·(DW_TAG_call_site)	11071	·<5><66cd>:·Abbrev·Number:·24·(DW_TAG_call_site)
11072	····<66ce>···DW_AT_call_return_pc:·(addr)·0x13b9c	11072	····<66ce>···DW_AT_call_return_pc:·(addr)·0x13b9c
11073	····<66d6>···DW_AT_call_origin·:·(ref_udata)·<0x67084>	11073	····<66d6>···DW_AT_call_origin·:·(ref_udata)·<0x67082>
11074	·<6><66d9>:·Abbrev·Number:·17·(DW_TAG_call_site_parameter)	11074	·<6><66d9>:·Abbrev·Number:·17·(DW_TAG_call_site_parameter)
11075	····<66da>···DW_AT_call_parameter:·(ref_udata)·<0x5c5e>	11075	····<66da>···DW_AT_call_parameter:·(ref_udata)·<0x5c5e>
11076	····<66dd>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·40·41·4·0·0·0·0·0·» (DW_OP_addr:·44140)	11076	····<66dd>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·40·41·4·0·0·0·0·0·» (DW_OP_addr:·44140)
11077	·<6><66e7>:·Abbrev·Number:·0	11077	·<6><66e7>:·Abbrev·Number:·0
11078	·<5><66e8>:·Abbrev·Number:·0	11078	·<5><66e8>:·Abbrev·Number:·0
11079	·<4><66e9>:·Abbrev·Number:·0	11079	·<4><66e9>:·Abbrev·Number:·0
11080	·<3><66ea>:·Abbrev·Number:·7·(DW_TAG_inlined_subroutine)	11080	·<3><66ea>:·Abbrev·Number:·7·(DW_TAG_inlined_subroutine)
Offset 11256, 29 lines modified		Offset 11256, 29 lines modified
11256	····<684c>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x1435a)·	11256	····<684c>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x1435a)·
11257	····<6850>···DW_AT_decl_file···:·(data1)·1	11257	····<6850>···DW_AT_decl_file···:·(data1)·1
11258	····<6851>···DW_AT_decl_line···:·(data2)·49645	11258	····<6851>···DW_AT_decl_line···:·(data2)·49645
11259	····<6853>···DW_AT_decl_column·:·(data1)·13	11259	····<6853>···DW_AT_decl_column·:·(data1)·13
11260	····<6854>···DW_AT_type········:·(ref_udata)·<0x91f>	11260	····<6854>···DW_AT_type········:·(ref_udata)·<0x91f>
11261	·<4><6856>:·Abbrev·Number:·0	11261	·<4><6856>:·Abbrev·Number:·0
11262	·<3><6857>:·Abbrev·Number:·49·(DW_TAG_inlined_subroutine)	11262	·<3><6857>:·Abbrev·Number:·49·(DW_TAG_inlined_subroutine)
11263	····<6858>···DW_AT_abstract_origin:·(ref_udata)·<0x65007>	11263	····<6858>···DW_AT_abstract_origin:·(ref_udata)·<0x65005>
11264	····<685b>···DW_AT_entry_pc····:·(addr)·0x13ad0	11264	····<685b>···DW_AT_entry_pc····:·(addr)·0x13ad0
11265	····<6863>···DW_AT_GNU_entry_view:·(data2)·2	11265	····<6863>···DW_AT_GNU_entry_view:·(data2)·2
11266	····<6865>···DW_AT_ranges······:·(sec_offset)·0x1740	11266	····<6865>···DW_AT_ranges······:·(sec_offset)·0x1740
11267	····<6869>···DW_AT_call_file···:·(data1)·1	11267	····<6869>···DW_AT_call_file···:·(data1)·1
11268	····<686a>···DW_AT_call_line···:·(data2)·49645	11268	····<686a>···DW_AT_call_line···:·(data2)·49645
11269	····<686c>···DW_AT_call_column·:·(data1)·13	11269	····<686c>···DW_AT_call_column·:·(data1)·13
11270	·<4><686d>:·Abbrev·Number:·4·(DW_TAG_formal_parameter)	11270	·<4><686d>:·Abbrev·Number:·4·(DW_TAG_formal_parameter)
11271	····<686e>···DW_AT_abstract_origin:·(ref_udata)·<0x65016>	11271	····<686e>···DW_AT_abstract_origin:·(ref_udata)·<0x65014>
11272	····<6871>···DW_AT_location····:·(sec_offset)·0x431·(location·list)	11272	····<6871>···DW_AT_location····:·(sec_offset)·0x431·(location·list)
11273	····<6875>···DW_AT_GNU_locviews:·(sec_offset)·0x42d	11273	····<6875>···DW_AT_GNU_locviews:·(sec_offset)·0x42d
11274	·<4><6879>:·Abbrev·Number:·10·(DW_TAG_lexical_block)	11274	·<4><6879>:·Abbrev·Number:·10·(DW_TAG_lexical_block)
11275	····<687a>···DW_AT_ranges······:·(sec_offset)·0x1740	11275	····<687a>···DW_AT_ranges······:·(sec_offset)·0x1740
11276	·<5><687e>:·Abbrev·Number:·5·(DW_TAG_variable)	11276	·<5><687e>:·Abbrev·Number:·5·(DW_TAG_variable)
11277	····<687f>···DW_AT_abstract_origin:·(ref_udata)·<0x65021>	11277	····<687f>···DW_AT_abstract_origin:·(ref_udata)·<0x6501f>
11278	····<6882>···DW_AT_location····:·(sec_offset)·0x44c·(location·list)	11278	····<6882>···DW_AT_location····:·(sec_offset)·0x44c·(location·list)
11279	····<6886>···DW_AT_GNU_locviews:·(sec_offset)·0x448	11279	····<6886>···DW_AT_GNU_locviews:·(sec_offset)·0x448
11280	·<5><688a>:·Abbrev·Number:·0	11280	·<5><688a>:·Abbrev·Number:·0
11281	·<4><688b>:·Abbrev·Number:·0	11281	·<4><688b>:·Abbrev·Number:·0
11282	·<3><688c>:·Abbrev·Number:·0	11282	·<3><688c>:·Abbrev·Number:·0
11283	·<2><688d>:·Abbrev·Number:·30·(DW_TAG_lexical_block)	11283	·<2><688d>:·Abbrev·Number:·30·(DW_TAG_lexical_block)
11284	····<688e>···DW_AT_ranges······:·(sec_offset)·0x1752	11284	····<688e>···DW_AT_ranges······:·(sec_offset)·0x1752
Offset 11508, 25 lines modified		Offset 11508, 25 lines modified
11508	····<6a6e>···DW_AT_GNU_locviews:·(sec_offset)·0x517	11508	····<6a6e>···DW_AT_GNU_locviews:·(sec_offset)·0x517
11509	·<3><6a72>:·Abbrev·Number:·9·(DW_TAG_variable)	11509	·<3><6a72>:·Abbrev·Number:·9·(DW_TAG_variable)
11510	····<6a73>···DW_AT_abstract_origin:·(GNU_ref_alt)·<0xf592>	11510	····<6a73>···DW_AT_abstract_origin:·(GNU_ref_alt)·<0xf592>
11511	····<6a77>···DW_AT_location····:·(sec_offset)·0x52b·(location·list)	11511	····<6a77>···DW_AT_location····:·(sec_offset)·0x52b·(location·list)
11512	····<6a7b>···DW_AT_GNU_locviews:·(sec_offset)·0x529	11512	····<6a7b>···DW_AT_GNU_locviews:·(sec_offset)·0x529
11513	·<3><6a7f>:·Abbrev·Number:·0	11513	·<3><6a7f>:·Abbrev·Number:·0
11514	·<2><6a80>:·Abbrev·Number:·25·(DW_TAG_inlined_subroutine)	11514	·<2><6a80>:·Abbrev·Number:·25·(DW_TAG_inlined_subroutine)
11515	····<6a81>···DW_AT_abstract_origin:·(ref_udata)·<0x65042>	11515	····<6a81>···DW_AT_abstract_origin:·(ref_udata)·<0x65040>
11516	····<6a84>···DW_AT_entry_pc····:·(addr)·0x13a44	11516	····<6a84>···DW_AT_entry_pc····:·(addr)·0x13a44
11517	····<6a8c>···DW_AT_GNU_entry_view:·(data2)·2	11517	····<6a8c>···DW_AT_GNU_entry_view:·(data2)·2
11518	····<6a8e>···DW_AT_low_pc······:·(addr)·0x13a44	11518	····<6a8e>···DW_AT_low_pc······:·(addr)·0x13a44
11519	····<6a96>···DW_AT_high_pc·····:·(udata)·4	11519	····<6a96>···DW_AT_high_pc·····:·(udata)·4
11520	····<6a97>···DW_AT_call_file···:·(data1)·1	11520	····<6a97>···DW_AT_call_file···:·(data1)·1
11521	····<6a98>···DW_AT_call_line···:·(data2)·49644	11521	····<6a98>···DW_AT_call_line···:·(data2)·49644
11522	····<6a9a>···DW_AT_call_column·:·(data1)·13	11522	····<6a9a>···DW_AT_call_column·:·(data1)·13
11523	····<6a9b>···DW_AT_sibling·····:·(ref_udata)·<0x6aab>	11523	····<6a9b>···DW_AT_sibling·····:·(ref_udata)·<0x6aab>
11524	·<3><6a9e>:·Abbrev·Number:·4·(DW_TAG_formal_parameter)	11524	·<3><6a9e>:·Abbrev·Number:·4·(DW_TAG_formal_parameter)
11525	····<6a9f>···DW_AT_abstract_origin:·(ref_udata)·<0x65051>	11525	····<6a9f>···DW_AT_abstract_origin:·(ref_udata)·<0x6504f>
11526	····<6aa2>···DW_AT_location····:·(sec_offset)·0x53c·(location·list)	11526	····<6aa2>···DW_AT_location····:·(sec_offset)·0x53c·(location·list)
11527	····<6aa6>···DW_AT_GNU_locviews:·(sec_offset)·0x53a	11527	····<6aa6>···DW_AT_GNU_locviews:·(sec_offset)·0x53a
11528	·<3><6aaa>:·Abbrev·Number:·0	11528	·<3><6aaa>:·Abbrev·Number:·0
11529	·<2><6aab>:·Abbrev·Number:·8·(DW_TAG_call_site)	11529	·<2><6aab>:·Abbrev·Number:·8·(DW_TAG_call_site)
11530	····<6aac>···DW_AT_call_return_pc:·(addr)·0x13ac8	11530	····<6aac>···DW_AT_call_return_pc:·(addr)·0x13ac8
11531	····<6ab4>···DW_AT_call_origin·:·(GNU_ref_alt)·<0xf491>	11531	····<6ab4>···DW_AT_call_origin·:·(GNU_ref_alt)·<0xf491>
11532	·<3><6ab8>:·Abbrev·Number:·2·(DW_TAG_call_site_parameter)	11532	·<3><6ab8>:·Abbrev·Number:·2·(DW_TAG_call_site_parameter)
Offset 12249, 15 lines modified		Offset 12249, 15 lines modified
12249	····<705e>···DW_AT_location····:·(exprloc)·1·byte·block:·51·» (DW_OP_reg1·(x1))	12249	····<705e>···DW_AT_location····:·(exprloc)·1·byte·block:·51·» (DW_OP_reg1·(x1))
12250	····<7060>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·0·4a·4·0·0·0·0·0·» (DW_OP_addr:·44a00)	12250	····<7060>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·0·4a·4·0·0·0·0·0·» (DW_OP_addr:·44a00)
12251	·<8><706a>:·Abbrev·Number:·0	12251	·<8><706a>:·Abbrev·Number:·0
12252	·<7><706b>:·Abbrev·Number:·0	12252	·<7><706b>:·Abbrev·Number:·0
12253	·<6><706c>:·Abbrev·Number:·0	12253	·<6><706c>:·Abbrev·Number:·0
12254	·<5><706d>:·Abbrev·Number:·24·(DW_TAG_call_site)	12254	·<5><706d>:·Abbrev·Number:·24·(DW_TAG_call_site)
12255	····<706e>···DW_AT_call_return_pc:·(addr)·0x13d54	12255	····<706e>···DW_AT_call_return_pc:·(addr)·0x13d54
12256	····<7076>···DW_AT_call_origin·:·(ref_udata)·<0x67084>	12256	····<7076>···DW_AT_call_origin·:·(ref_udata)·<0x67082>
12257	·<6><7079>:·Abbrev·Number:·17·(DW_TAG_call_site_parameter)	12257	·<6><7079>:·Abbrev·Number:·17·(DW_TAG_call_site_parameter)
12258	····<707a>···DW_AT_call_parameter:·(ref_udata)·<0x5c5e>	12258	····<707a>···DW_AT_call_parameter:·(ref_udata)·<0x5c5e>
12259	····<707d>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·40·41·4·0·0·0·0·0·» (DW_OP_addr:·44140)	12259	····<707d>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·40·41·4·0·0·0·0·0·» (DW_OP_addr:·44140)
12260	·<6><7087>:·Abbrev·Number:·0	12260	·<6><7087>:·Abbrev·Number:·0
12261	·<5><7088>:·Abbrev·Number:·0	12261	·<5><7088>:·Abbrev·Number:·0
12262	·<4><7089>:·Abbrev·Number:·0	12262	·<4><7089>:·Abbrev·Number:·0
12263	·<3><708a>:·Abbrev·Number:·7·(DW_TAG_inlined_subroutine)	12263	·<3><708a>:·Abbrev·Number:·7·(DW_TAG_inlined_subroutine)
Offset 12439, 29 lines modified		Offset 12439, 29 lines modified
12439	····<71ec>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x1435a)·	12439	····<71ec>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x1435a)·
12440	····<71f0>···DW_AT_decl_file···:·(data1)·1	12440	····<71f0>···DW_AT_decl_file···:·(data1)·1
12441	····<71f1>···DW_AT_decl_line···:·(data2)·48892	12441	····<71f1>···DW_AT_decl_line···:·(data2)·48892
12442	····<71f3>···DW_AT_decl_column·:·(data1)·13	12442	····<71f3>···DW_AT_decl_column·:·(data1)·13
12443	····<71f4>···DW_AT_type········:·(ref_udata)·<0x91f>	12443	····<71f4>···DW_AT_type········:·(ref_udata)·<0x91f>
12444	·<4><71f6>:·Abbrev·Number:·0	12444	·<4><71f6>:·Abbrev·Number:·0
12445	·<3><71f7>:·Abbrev·Number:·49·(DW_TAG_inlined_subroutine)	12445	·<3><71f7>:·Abbrev·Number:·49·(DW_TAG_inlined_subroutine)
12446	····<71f8>···DW_AT_abstract_origin:·(ref_udata)·<0x65007>	12446	····<71f8>···DW_AT_abstract_origin:·(ref_udata)·<0x65005>
12447	····<71fb>···DW_AT_entry_pc····:·(addr)·0x13c88	12447	····<71fb>···DW_AT_entry_pc····:·(addr)·0x13c88
12448	····<7203>···DW_AT_GNU_entry_view:·(data2)·2	12448	····<7203>···DW_AT_GNU_entry_view:·(data2)·2
12449	····<7205>···DW_AT_ranges······:·(sec_offset)·0x17eb	12449	····<7205>···DW_AT_ranges······:·(sec_offset)·0x17eb
12450	····<7209>···DW_AT_call_file···:·(data1)·1	12450	····<7209>···DW_AT_call_file···:·(data1)·1
12451	····<720a>···DW_AT_call_line···:·(data2)·48892	12451	····<720a>···DW_AT_call_line···:·(data2)·48892
12452	····<720c>···DW_AT_call_column·:·(data1)·13	12452	····<720c>···DW_AT_call_column·:·(data1)·13
12453	·<4><720d>:·Abbrev·Number:·4·(DW_TAG_formal_parameter)	12453	·<4><720d>:·Abbrev·Number:·4·(DW_TAG_formal_parameter)
12454	····<720e>···DW_AT_abstract_origin:·(ref_udata)·<0x65016>	12454	····<720e>···DW_AT_abstract_origin:·(ref_udata)·<0x65014>
12455	····<7211>···DW_AT_location····:·(sec_offset)·0x6df·(location·list)	12455	····<7211>···DW_AT_location····:·(sec_offset)·0x6df·(location·list)
12456	····<7215>···DW_AT_GNU_locviews:·(sec_offset)·0x6db	12456	····<7215>···DW_AT_GNU_locviews:·(sec_offset)·0x6db
12457	·<4><7219>:·Abbrev·Number:·10·(DW_TAG_lexical_block)	12457	·<4><7219>:·Abbrev·Number:·10·(DW_TAG_lexical_block)
12458	····<721a>···DW_AT_ranges······:·(sec_offset)·0x17eb	12458	····<721a>···DW_AT_ranges······:·(sec_offset)·0x17eb
12459	·<5><721e>:·Abbrev·Number:·5·(DW_TAG_variable)	12459	·<5><721e>:·Abbrev·Number:·5·(DW_TAG_variable)
12460	····<721f>···DW_AT_abstract_origin:·(ref_udata)·<0x65021>	12460	····<721f>···DW_AT_abstract_origin:·(ref_udata)·<0x6501f>
12461	····<7222>···DW_AT_location····:·(sec_offset)·0x6fa·(location·list)	12461	····<7222>···DW_AT_location····:·(sec_offset)·0x6fa·(location·list)
12462	····<7226>···DW_AT_GNU_locviews:·(sec_offset)·0x6f6	12462	····<7226>···DW_AT_GNU_locviews:·(sec_offset)·0x6f6
12463	·<5><722a>:·Abbrev·Number:·0	12463	·<5><722a>:·Abbrev·Number:·0
12464	·<4><722b>:·Abbrev·Number:·0	12464	·<4><722b>:·Abbrev·Number:·0
12465	·<3><722c>:·Abbrev·Number:·0	12465	·<3><722c>:·Abbrev·Number:·0
Max diff block lines reached; 13509218/13516107 bytes (99.95%) of diff not shown.


Offset 77626, 37 lines modified		Offset 77626, 37 lines modified
77626	····0003b4d2·<End·of·list>	77626	····0003b4d2·<End·of·list>

77627	····0003b4d3·v000000000000001·v000000000000000·location·view·pair	77627	····0003b4d3·v000000000000001·v000000000000000·location·view·pair
77628	····0003b4d5·v000000000000000·v000000000000000·location·view·pair	77628	····0003b4d5·v000000000000000·v000000000000000·location·view·pair

77629	····0003b4d7·000000000002be58·(base·address)	77629	····0003b4d7·000000000002be58·(base·address)
77630	····0003b4e0·v000000000000001·v000000000000000·views·at·0003b4d3·for:	77630	····0003b4e0·v000000000000001·v000000000000000·views·at·0003b4d3·for:
77631	·············000000000002be58·000000000002be80·(DW_OP_implicit_pointer:·<0x3c40b>·0)	77631	·············000000000002be58·000000000002be80·(DW_OP_implicit_pointer:·<0x3c409>·0)
77632	····0003b4ea·v000000000000000·v000000000000000·views·at·0003b4d5·for:	77632	····0003b4ea·v000000000000000·v000000000000000·views·at·0003b4d5·for:
77633	·············000000000002ce08·000000000002ce4c·(DW_OP_implicit_pointer:·<0x3c40b>·0)	77633	·············000000000002ce08·000000000002ce4c·(DW_OP_implicit_pointer:·<0x3c409>·0)
77634	····0003b4f6·<End·of·list>	77634	····0003b4f6·<End·of·list>

77635	····0003b4f7·v000000000000001·v000000000000000·location·view·pair	77635	····0003b4f7·v000000000000001·v000000000000000·location·view·pair
77636	····0003b4f9·v000000000000000·v000000000000000·location·view·pair	77636	····0003b4f9·v000000000000000·v000000000000000·location·view·pair

77637	····0003b4fb·000000000002be58·(base·address)	77637	····0003b4fb·000000000002be58·(base·address)
77638	····0003b504·v000000000000001·v000000000000000·views·at·0003b4f7·for:	77638	····0003b504·v000000000000001·v000000000000000·views·at·0003b4f7·for:
77639	·············000000000002be58·000000000002be80·(DW_OP_implicit_pointer:·<0x3c41f>·0)	77639	·············000000000002be58·000000000002be80·(DW_OP_implicit_pointer:·<0x3c41d>·0)
77640	····0003b50e·v000000000000000·v000000000000000·views·at·0003b4f9·for:	77640	····0003b50e·v000000000000000·v000000000000000·views·at·0003b4f9·for:
77641	·············000000000002ce08·000000000002ce4c·(DW_OP_implicit_pointer:·<0x3c41f>·0)	77641	·············000000000002ce08·000000000002ce4c·(DW_OP_implicit_pointer:·<0x3c41d>·0)
77642	····0003b51a·<End·of·list>	77642	····0003b51a·<End·of·list>

77643	····0003b51b·v000000000000001·v000000000000000·location·view·pair	77643	····0003b51b·v000000000000001·v000000000000000·location·view·pair
77644	····0003b51d·v000000000000000·v000000000000000·location·view·pair	77644	····0003b51d·v000000000000000·v000000000000000·location·view·pair

77645	····0003b51f·000000000002be58·(base·address)	77645	····0003b51f·000000000002be58·(base·address)
77646	····0003b528·v000000000000001·v000000000000000·views·at·0003b51b·for:	77646	····0003b528·v000000000000001·v000000000000000·views·at·0003b51b·for:
77647	·············000000000002be58·000000000002be80·(DW_OP_implicit_pointer:·<0x3c433>·0)	77647	·············000000000002be58·000000000002be80·(DW_OP_implicit_pointer:·<0x3c431>·0)
77648	····0003b532·v000000000000000·v000000000000000·views·at·0003b51d·for:	77648	····0003b532·v000000000000000·v000000000000000·views·at·0003b51d·for:
77649	·············000000000002ce08·000000000002ce4c·(DW_OP_implicit_pointer:·<0x3c433>·0)	77649	·············000000000002ce08·000000000002ce4c·(DW_OP_implicit_pointer:·<0x3c431>·0)
77650	····0003b53e·<End·of·list>	77650	····0003b53e·<End·of·list>

77651	····0003b53f·v000000000000005·v000000000000000·location·view·pair	77651	····0003b53f·v000000000000005·v000000000000000·location·view·pair
77652	····0003b541·v000000000000000·v000000000000000·location·view·pair	77652	····0003b541·v000000000000000·v000000000000000·location·view·pair

77653	····0003b543·000000000002ce18·(base·address)	77653	····0003b543·000000000002ce18·(base·address)
77654	····0003b54c·v000000000000005·v000000000000000·views·at·0003b53f·for:	77654	····0003b54c·v000000000000005·v000000000000000·views·at·0003b53f·for:
Offset 78640, 37 lines modified		Offset 78640, 37 lines modified
78640	····0003bfa5·<End·of·list>	78640	····0003bfa5·<End·of·list>

78641	····0003bfa6·v000000000000001·v000000000000000·location·view·pair	78641	····0003bfa6·v000000000000001·v000000000000000·location·view·pair
78642	····0003bfa8·v000000000000000·v000000000000000·location·view·pair	78642	····0003bfa8·v000000000000000·v000000000000000·location·view·pair

78643	····0003bfaa·000000000002b790·(base·address)	78643	····0003bfaa·000000000002b790·(base·address)
78644	····0003bfb3·v000000000000001·v000000000000000·views·at·0003bfa6·for:	78644	····0003bfb3·v000000000000001·v000000000000000·views·at·0003bfa6·for:
78645	·············000000000002b790·000000000002b7c0·(DW_OP_implicit_pointer:·<0x3c393>·0)	78645	·············000000000002b790·000000000002b7c0·(DW_OP_implicit_pointer:·<0x3c391>·0)
78646	····0003bfbd·v000000000000000·v000000000000000·views·at·0003bfa8·for:	78646	····0003bfbd·v000000000000000·v000000000000000·views·at·0003bfa8·for:
78647	·············000000000002c0ec·000000000002c120·(DW_OP_implicit_pointer:·<0x3c393>·0)	78647	·············000000000002c0ec·000000000002c120·(DW_OP_implicit_pointer:·<0x3c391>·0)
78648	····0003bfc9·<End·of·list>	78648	····0003bfc9·<End·of·list>

78649	····0003bfca·v000000000000001·v000000000000000·location·view·pair	78649	····0003bfca·v000000000000001·v000000000000000·location·view·pair
78650	····0003bfcc·v000000000000000·v000000000000000·location·view·pair	78650	····0003bfcc·v000000000000000·v000000000000000·location·view·pair

78651	····0003bfce·000000000002b790·(base·address)	78651	····0003bfce·000000000002b790·(base·address)
78652	····0003bfd7·v000000000000001·v000000000000000·views·at·0003bfca·for:	78652	····0003bfd7·v000000000000001·v000000000000000·views·at·0003bfca·for:
78653	·············000000000002b790·000000000002b7c0·(DW_OP_implicit_pointer:·<0x3c3a7>·0)	78653	·············000000000002b790·000000000002b7c0·(DW_OP_implicit_pointer:·<0x3c3a5>·0)
78654	····0003bfe1·v000000000000000·v000000000000000·views·at·0003bfcc·for:	78654	····0003bfe1·v000000000000000·v000000000000000·views·at·0003bfcc·for:
78655	·············000000000002c0ec·000000000002c120·(DW_OP_implicit_pointer:·<0x3c3a7>·0)	78655	·············000000000002c0ec·000000000002c120·(DW_OP_implicit_pointer:·<0x3c3a5>·0)
78656	····0003bfed·<End·of·list>	78656	····0003bfed·<End·of·list>

78657	····0003bfee·v000000000000001·v000000000000000·location·view·pair	78657	····0003bfee·v000000000000001·v000000000000000·location·view·pair
78658	····0003bff0·v000000000000000·v000000000000000·location·view·pair	78658	····0003bff0·v000000000000000·v000000000000000·location·view·pair

78659	····0003bff2·000000000002b790·(base·address)	78659	····0003bff2·000000000002b790·(base·address)
78660	····0003bffb·v000000000000001·v000000000000000·views·at·0003bfee·for:	78660	····0003bffb·v000000000000001·v000000000000000·views·at·0003bfee·for:
78661	·············000000000002b790·000000000002b7c0·(DW_OP_implicit_pointer:·<0x3c3bb>·0)	78661	·············000000000002b790·000000000002b7c0·(DW_OP_implicit_pointer:·<0x3c3b9>·0)
78662	····0003c005·v000000000000000·v000000000000000·views·at·0003bff0·for:	78662	····0003c005·v000000000000000·v000000000000000·views·at·0003bff0·for:
78663	·············000000000002c0ec·000000000002c120·(DW_OP_implicit_pointer:·<0x3c3bb>·0)	78663	·············000000000002c0ec·000000000002c120·(DW_OP_implicit_pointer:·<0x3c3b9>·0)
78664	····0003c011·<End·of·list>	78664	····0003c011·<End·of·list>

78665	····0003c012·v000000000000005·v000000000000000·location·view·pair	78665	····0003c012·v000000000000005·v000000000000000·location·view·pair
78666	····0003c014·v000000000000000·v000000000000000·location·view·pair	78666	····0003c014·v000000000000000·v000000000000000·location·view·pair

78667	····0003c016·000000000002c0fc·(base·address)	78667	····0003c016·000000000002c0fc·(base·address)
78668	····0003c01f·v000000000000005·v000000000000000·views·at·0003c012·for:	78668	····0003c01f·v000000000000005·v000000000000000·views·at·0003c012·for:
Offset 94039, 32 lines modified		Offset 94039, 32 lines modified

94039	····00047644·v000000000000004·v000000000000000·location·view·pair	94039	····00047644·v000000000000004·v000000000000000·location·view·pair
94040	····00047646·v000000000000000·v000000000000000·location·view·pair	94040	····00047646·v000000000000000·v000000000000000·location·view·pair
94041	····00047648·v000000000000005·v000000000000004·location·view·pair	94041	····00047648·v000000000000005·v000000000000004·location·view·pair

94042	····0004764a·000000000001d5f4·(base·address)	94042	····0004764a·000000000001d5f4·(base·address)
94043	····00047653·v000000000000004·v000000000000000·views·at·00047644·for:	94043	····00047653·v000000000000004·v000000000000000·views·at·00047644·for:
94044	·············000000000001d5f4·000000000001d650·(DW_OP_implicit_pointer:·<0x4a757>·0)	94044	·············000000000001d5f4·000000000001d650·(DW_OP_implicit_pointer:·<0x4a755>·0)
94045	····0004765d·v000000000000000·v000000000000000·views·at·00047646·for:	94045	····0004765d·v000000000000000·v000000000000000·views·at·00047646·for:
94046	·············000000000001d9cc·000000000001d9d0·(DW_OP_implicit_pointer:·<0x4a757>·0)	94046	·············000000000001d9cc·000000000001d9d0·(DW_OP_implicit_pointer:·<0x4a755>·0)
94047	····00047669·v000000000000005·v000000000000004·views·at·00047648·for:	94047	····00047669·v000000000000005·v000000000000004·views·at·00047648·for:
94048	·············000000000001e178·000000000001e17c·(DW_OP_implicit_pointer:·<0x4a757>·0)	94048	·············000000000001e178·000000000001e17c·(DW_OP_implicit_pointer:·<0x4a755>·0)
94049	····00047675·<End·of·list>	94049	····00047675·<End·of·list>

94050	····00047676·v000000000000004·v000000000000000·location·view·pair	94050	····00047676·v000000000000004·v000000000000000·location·view·pair
94051	····00047678·v000000000000000·v000000000000000·location·view·pair	94051	····00047678·v000000000000000·v000000000000000·location·view·pair
94052	····0004767a·v000000000000005·v000000000000004·location·view·pair	94052	····0004767a·v000000000000005·v000000000000004·location·view·pair

94053	····0004767c·000000000001d5f4·(base·address)	94053	····0004767c·000000000001d5f4·(base·address)
94054	····00047685·v000000000000004·v000000000000000·views·at·00047676·for:	94054	····00047685·v000000000000004·v000000000000000·views·at·00047676·for:
94055	·············000000000001d5f4·000000000001d650·(DW_OP_implicit_pointer:·<0x4a763>·0)	94055	·············000000000001d5f4·000000000001d650·(DW_OP_implicit_pointer:·<0x4a761>·0)
94056	····0004768f·v000000000000000·v000000000000000·views·at·00047678·for:	94056	····0004768f·v000000000000000·v000000000000000·views·at·00047678·for:
94057	·············000000000001d9cc·000000000001d9d0·(DW_OP_implicit_pointer:·<0x4a763>·0)	94057	·············000000000001d9cc·000000000001d9d0·(DW_OP_implicit_pointer:·<0x4a761>·0)
94058	····0004769b·v000000000000005·v000000000000004·views·at·0004767a·for:	94058	····0004769b·v000000000000005·v000000000000004·views·at·0004767a·for:
94059	·············000000000001e178·000000000001e17c·(DW_OP_implicit_pointer:·<0x4a763>·0)	94059	·············000000000001e178·000000000001e17c·(DW_OP_implicit_pointer:·<0x4a761>·0)
94060	····000476a7·<End·of·list>	94060	····000476a7·<End·of·list>

94061	····000476a8·v000000000000004·v000000000000000·location·view·pair	94061	····000476a8·v000000000000004·v000000000000000·location·view·pair
94062	····000476aa·v000000000000000·v000000000000000·location·view·pair	94062	····000476aa·v000000000000000·v000000000000000·location·view·pair
94063	····000476ac·v000000000000005·v000000000000004·location·view·pair	94063	····000476ac·v000000000000005·v000000000000004·location·view·pair

94064	····000476ae·000000000001d5f4·(base·address)	94064	····000476ae·000000000001d5f4·(base·address)
Offset 94196, 32 lines modified		Offset 94196, 32 lines modified

94196	····0004782e·v000000000000002·v000000000000000·location·view·pair	94196	····0004782e·v000000000000002·v000000000000000·location·view·pair
94197	····00047830·v000000000000000·v000000000000000·location·view·pair	94197	····00047830·v000000000000000·v000000000000000·location·view·pair
94198	····00047832·v000000000000006·v000000000000004·location·view·pair	94198	····00047832·v000000000000006·v000000000000004·location·view·pair

94199	····00047834·000000000001d9d0·(base·address)	94199	····00047834·000000000001d9d0·(base·address)
94200	····0004783d·v000000000000002·v000000000000000·views·at·0004782e·for:	94200	····0004783d·v000000000000002·v000000000000000·views·at·0004782e·for:
94201	·············000000000001d9d0·000000000001da28·(DW_OP_implicit_pointer:·<0x4a76f>·0)	94201	·············000000000001d9d0·000000000001da28·(DW_OP_implicit_pointer:·<0x4a76d>·0)
94202	····00047847·v000000000000000·v000000000000000·views·at·00047830·for:	94202	····00047847·v000000000000000·v000000000000000·views·at·00047830·for:
94203	·············000000000001db6c·000000000001db70·(DW_OP_implicit_pointer:·<0x4a76f>·0)	94203	·············000000000001db6c·000000000001db70·(DW_OP_implicit_pointer:·<0x4a76d>·0)
94204	····00047853·v000000000000006·v000000000000004·views·at·00047832·for:	94204	····00047853·v000000000000006·v000000000000004·views·at·00047832·for:
94205	·············000000000001e17c·000000000001e180·(DW_OP_implicit_pointer:·<0x4a76f>·0)	94205	·············000000000001e17c·000000000001e180·(DW_OP_implicit_pointer:·<0x4a76d>·0)
94206	····0004785f·<End·of·list>	94206	····0004785f·<End·of·list>

94207	····00047860·v000000000000002·v000000000000000·location·view·pair	94207	····00047860·v000000000000002·v000000000000000·location·view·pair
94208	····00047862·v000000000000000·v000000000000000·location·view·pair	94208	····00047862·v000000000000000·v000000000000000·location·view·pair
94209	····00047864·v000000000000006·v000000000000004·location·view·pair	94209	····00047864·v000000000000006·v000000000000004·location·view·pair

Max diff block lines reached; 35453/43837 bytes (80.87%) of diff not shown.

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